id sid tid token lemma pos work_v44vkh6bzramngvcrficy2no44 1 1 Dynamically dynamically RB work_v44vkh6bzramngvcrficy2no44 1 2 Shaping shape VBG work_v44vkh6bzramngvcrficy2no44 1 3 the the DT work_v44vkh6bzramngvcrficy2no44 1 4 Reordering Reordering NNP work_v44vkh6bzramngvcrficy2no44 1 5 Search Search NNP work_v44vkh6bzramngvcrficy2no44 1 6 Space Space NNP work_v44vkh6bzramngvcrficy2no44 1 7 of of IN work_v44vkh6bzramngvcrficy2no44 1 8 Phrase Phrase NNP work_v44vkh6bzramngvcrficy2no44 1 9 - - HYPH work_v44vkh6bzramngvcrficy2no44 1 10 Based Based NNP work_v44vkh6bzramngvcrficy2no44 1 11 Statistical Statistical NNP work_v44vkh6bzramngvcrficy2no44 1 12 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 1 13 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 1 14 Arianna Arianna NNP work_v44vkh6bzramngvcrficy2no44 1 15 Bisazza Bisazza NNP work_v44vkh6bzramngvcrficy2no44 1 16 and and CC work_v44vkh6bzramngvcrficy2no44 1 17 Marcello Marcello NNP work_v44vkh6bzramngvcrficy2no44 1 18 Federico Federico NNP work_v44vkh6bzramngvcrficy2no44 1 19 Fondazione Fondazione NNP work_v44vkh6bzramngvcrficy2no44 1 20 Bruno Bruno NNP work_v44vkh6bzramngvcrficy2no44 1 21 Kessler Kessler NNP work_v44vkh6bzramngvcrficy2no44 1 22 Trento Trento NNP work_v44vkh6bzramngvcrficy2no44 1 23 , , , work_v44vkh6bzramngvcrficy2no44 1 24 Italy Italy NNP work_v44vkh6bzramngvcrficy2no44 1 25 { { -LRB- work_v44vkh6bzramngvcrficy2no44 1 26 bisazza,federico}@fbk.eu bisazza,federico}@fbk.eu CD work_v44vkh6bzramngvcrficy2no44 1 27 Abstract Abstract NNP work_v44vkh6bzramngvcrficy2no44 1 28 Defining define VBG work_v44vkh6bzramngvcrficy2no44 1 29 the the DT work_v44vkh6bzramngvcrficy2no44 1 30 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 1 31 search search NN work_v44vkh6bzramngvcrficy2no44 1 32 space space NN work_v44vkh6bzramngvcrficy2no44 1 33 is be VBZ work_v44vkh6bzramngvcrficy2no44 1 34 a a DT work_v44vkh6bzramngvcrficy2no44 1 35 cru- cru- RB work_v44vkh6bzramngvcrficy2no44 1 36 cial cial JJ work_v44vkh6bzramngvcrficy2no44 1 37 issue issue NN work_v44vkh6bzramngvcrficy2no44 1 38 in in IN work_v44vkh6bzramngvcrficy2no44 1 39 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 1 40 - - HYPH work_v44vkh6bzramngvcrficy2no44 1 41 based base VBN work_v44vkh6bzramngvcrficy2no44 1 42 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 1 43 between between IN work_v44vkh6bzramngvcrficy2no44 1 44 dis- dis- IN work_v44vkh6bzramngvcrficy2no44 1 45 tant tant JJ work_v44vkh6bzramngvcrficy2no44 1 46 languages language NNS work_v44vkh6bzramngvcrficy2no44 1 47 . . . work_v44vkh6bzramngvcrficy2no44 2 1 In in IN work_v44vkh6bzramngvcrficy2no44 2 2 fact fact NN work_v44vkh6bzramngvcrficy2no44 2 3 , , , work_v44vkh6bzramngvcrficy2no44 2 4 the the DT work_v44vkh6bzramngvcrficy2no44 2 5 optimal optimal NN work_v44vkh6bzramngvcrficy2no44 2 6 trade- trade- VBP work_v44vkh6bzramngvcrficy2no44 2 7 off off RB work_v44vkh6bzramngvcrficy2no44 2 8 between between IN work_v44vkh6bzramngvcrficy2no44 2 9 accuracy accuracy NN work_v44vkh6bzramngvcrficy2no44 2 10 and and CC work_v44vkh6bzramngvcrficy2no44 2 11 complexity complexity NN work_v44vkh6bzramngvcrficy2no44 2 12 of of IN work_v44vkh6bzramngvcrficy2no44 2 13 de- de- RB work_v44vkh6bzramngvcrficy2no44 2 14 coding coding JJ work_v44vkh6bzramngvcrficy2no44 2 15 is be VBZ work_v44vkh6bzramngvcrficy2no44 2 16 nowadays nowadays RB work_v44vkh6bzramngvcrficy2no44 2 17 reached reach VBN work_v44vkh6bzramngvcrficy2no44 2 18 by by IN work_v44vkh6bzramngvcrficy2no44 2 19 harshly harshly RB work_v44vkh6bzramngvcrficy2no44 2 20 lim- lim- RB work_v44vkh6bzramngvcrficy2no44 2 21 iting ite VBG work_v44vkh6bzramngvcrficy2no44 2 22 the the DT work_v44vkh6bzramngvcrficy2no44 2 23 input input NN work_v44vkh6bzramngvcrficy2no44 2 24 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 2 25 space space NN work_v44vkh6bzramngvcrficy2no44 2 26 . . . work_v44vkh6bzramngvcrficy2no44 3 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 3 2 pro- pro- RB work_v44vkh6bzramngvcrficy2no44 3 3 pose pose VBP work_v44vkh6bzramngvcrficy2no44 3 4 a a DT work_v44vkh6bzramngvcrficy2no44 3 5 method method NN work_v44vkh6bzramngvcrficy2no44 3 6 to to TO work_v44vkh6bzramngvcrficy2no44 3 7 dynamically dynamically RB work_v44vkh6bzramngvcrficy2no44 3 8 shape shape VB work_v44vkh6bzramngvcrficy2no44 3 9 such such JJ work_v44vkh6bzramngvcrficy2no44 3 10 space space NN work_v44vkh6bzramngvcrficy2no44 3 11 and and CC work_v44vkh6bzramngvcrficy2no44 3 12 , , , work_v44vkh6bzramngvcrficy2no44 3 13 thus thus RB work_v44vkh6bzramngvcrficy2no44 3 14 , , , work_v44vkh6bzramngvcrficy2no44 3 15 capture capture NN work_v44vkh6bzramngvcrficy2no44 3 16 long long JJ work_v44vkh6bzramngvcrficy2no44 3 17 - - HYPH work_v44vkh6bzramngvcrficy2no44 3 18 range range NN work_v44vkh6bzramngvcrficy2no44 3 19 word word NN work_v44vkh6bzramngvcrficy2no44 3 20 movements movement NNS work_v44vkh6bzramngvcrficy2no44 3 21 without without IN work_v44vkh6bzramngvcrficy2no44 3 22 hurting hurt VBG work_v44vkh6bzramngvcrficy2no44 3 23 translation translation NN work_v44vkh6bzramngvcrficy2no44 3 24 qual- qual- NNP work_v44vkh6bzramngvcrficy2no44 3 25 ity ity NN work_v44vkh6bzramngvcrficy2no44 3 26 nor nor CC work_v44vkh6bzramngvcrficy2no44 3 27 decoding decoding JJ work_v44vkh6bzramngvcrficy2no44 3 28 time time NN work_v44vkh6bzramngvcrficy2no44 3 29 . . . work_v44vkh6bzramngvcrficy2no44 4 1 The the DT work_v44vkh6bzramngvcrficy2no44 4 2 space space NN work_v44vkh6bzramngvcrficy2no44 4 3 defined define VBN work_v44vkh6bzramngvcrficy2no44 4 4 by by IN work_v44vkh6bzramngvcrficy2no44 4 5 loose loose JJ work_v44vkh6bzramngvcrficy2no44 4 6 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 4 7 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 4 8 is be VBZ work_v44vkh6bzramngvcrficy2no44 4 9 dynamically dynamically RB work_v44vkh6bzramngvcrficy2no44 4 10 pruned prune VBN work_v44vkh6bzramngvcrficy2no44 4 11 through through IN work_v44vkh6bzramngvcrficy2no44 4 12 a a DT work_v44vkh6bzramngvcrficy2no44 4 13 binary binary JJ work_v44vkh6bzramngvcrficy2no44 4 14 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 4 15 that that WDT work_v44vkh6bzramngvcrficy2no44 4 16 predicts predict VBZ work_v44vkh6bzramngvcrficy2no44 4 17 whether whether IN work_v44vkh6bzramngvcrficy2no44 4 18 a a DT work_v44vkh6bzramngvcrficy2no44 4 19 given give VBN work_v44vkh6bzramngvcrficy2no44 4 20 input input NN work_v44vkh6bzramngvcrficy2no44 4 21 word word NN work_v44vkh6bzramngvcrficy2no44 4 22 should should MD work_v44vkh6bzramngvcrficy2no44 4 23 be be VB work_v44vkh6bzramngvcrficy2no44 4 24 trans- trans- JJ work_v44vkh6bzramngvcrficy2no44 4 25 lated late VBN work_v44vkh6bzramngvcrficy2no44 4 26 right right RB work_v44vkh6bzramngvcrficy2no44 4 27 after after IN work_v44vkh6bzramngvcrficy2no44 4 28 another another DT work_v44vkh6bzramngvcrficy2no44 4 29 . . . work_v44vkh6bzramngvcrficy2no44 5 1 The the DT work_v44vkh6bzramngvcrficy2no44 5 2 integration integration NN work_v44vkh6bzramngvcrficy2no44 5 3 of of IN work_v44vkh6bzramngvcrficy2no44 5 4 this this DT work_v44vkh6bzramngvcrficy2no44 5 5 model model NN work_v44vkh6bzramngvcrficy2no44 5 6 into into IN work_v44vkh6bzramngvcrficy2no44 5 7 a a DT work_v44vkh6bzramngvcrficy2no44 5 8 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 5 9 - - HYPH work_v44vkh6bzramngvcrficy2no44 5 10 based base VBN work_v44vkh6bzramngvcrficy2no44 5 11 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 5 12 im- im- RB work_v44vkh6bzramngvcrficy2no44 5 13 proves prove VBZ work_v44vkh6bzramngvcrficy2no44 5 14 a a DT work_v44vkh6bzramngvcrficy2no44 5 15 strong strong JJ work_v44vkh6bzramngvcrficy2no44 5 16 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 5 17 - - HYPH work_v44vkh6bzramngvcrficy2no44 5 18 English english JJ work_v44vkh6bzramngvcrficy2no44 5 19 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 5 20 al- al- RB work_v44vkh6bzramngvcrficy2no44 5 21 ready ready JJ work_v44vkh6bzramngvcrficy2no44 5 22 including include VBG work_v44vkh6bzramngvcrficy2no44 5 23 state state NN work_v44vkh6bzramngvcrficy2no44 5 24 - - HYPH work_v44vkh6bzramngvcrficy2no44 5 25 of of IN work_v44vkh6bzramngvcrficy2no44 5 26 - - HYPH work_v44vkh6bzramngvcrficy2no44 5 27 the the DT work_v44vkh6bzramngvcrficy2no44 5 28 - - HYPH work_v44vkh6bzramngvcrficy2no44 5 29 art art NN work_v44vkh6bzramngvcrficy2no44 5 30 early early RB work_v44vkh6bzramngvcrficy2no44 5 31 distor- distor- XX work_v44vkh6bzramngvcrficy2no44 5 32 tion tion NN work_v44vkh6bzramngvcrficy2no44 5 33 cost cost NN work_v44vkh6bzramngvcrficy2no44 5 34 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 5 35 Moore Moore NNP work_v44vkh6bzramngvcrficy2no44 5 36 and and CC work_v44vkh6bzramngvcrficy2no44 5 37 Quirk Quirk NNP work_v44vkh6bzramngvcrficy2no44 5 38 , , , work_v44vkh6bzramngvcrficy2no44 5 39 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 5 40 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 5 41 and and CC work_v44vkh6bzramngvcrficy2no44 5 42 hierar- hierar- NNP work_v44vkh6bzramngvcrficy2no44 5 43 chical chical NNP work_v44vkh6bzramngvcrficy2no44 5 44 phrase phrase NNP work_v44vkh6bzramngvcrficy2no44 5 45 orientation orientation NN work_v44vkh6bzramngvcrficy2no44 5 46 models model NNS work_v44vkh6bzramngvcrficy2no44 5 47 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 5 48 Galley Galley NNP work_v44vkh6bzramngvcrficy2no44 5 49 and and CC work_v44vkh6bzramngvcrficy2no44 5 50 Manning Manning NNP work_v44vkh6bzramngvcrficy2no44 5 51 , , , work_v44vkh6bzramngvcrficy2no44 5 52 2008 2008 CD work_v44vkh6bzramngvcrficy2no44 5 53 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 5 54 . . . work_v44vkh6bzramngvcrficy2no44 6 1 Significant significant JJ work_v44vkh6bzramngvcrficy2no44 6 2 improvements improvement NNS work_v44vkh6bzramngvcrficy2no44 6 3 in in IN work_v44vkh6bzramngvcrficy2no44 6 4 the the DT work_v44vkh6bzramngvcrficy2no44 6 5 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 6 6 of of IN work_v44vkh6bzramngvcrficy2no44 6 7 verbs verb NNS work_v44vkh6bzramngvcrficy2no44 6 8 are be VBP work_v44vkh6bzramngvcrficy2no44 6 9 achieved achieve VBN work_v44vkh6bzramngvcrficy2no44 6 10 by by IN work_v44vkh6bzramngvcrficy2no44 6 11 a a DT work_v44vkh6bzramngvcrficy2no44 6 12 sys- sys- NN work_v44vkh6bzramngvcrficy2no44 6 13 tem tem NN work_v44vkh6bzramngvcrficy2no44 6 14 that that WDT work_v44vkh6bzramngvcrficy2no44 6 15 is be VBZ work_v44vkh6bzramngvcrficy2no44 6 16 notably notably RB work_v44vkh6bzramngvcrficy2no44 6 17 faster fast JJR work_v44vkh6bzramngvcrficy2no44 6 18 than than IN work_v44vkh6bzramngvcrficy2no44 6 19 the the DT work_v44vkh6bzramngvcrficy2no44 6 20 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 6 21 , , , work_v44vkh6bzramngvcrficy2no44 6 22 while while IN work_v44vkh6bzramngvcrficy2no44 6 23 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 6 24 and and CC work_v44vkh6bzramngvcrficy2no44 6 25 METEOR METEOR NNP work_v44vkh6bzramngvcrficy2no44 6 26 remain remain VBP work_v44vkh6bzramngvcrficy2no44 6 27 stable stable JJ work_v44vkh6bzramngvcrficy2no44 6 28 , , , work_v44vkh6bzramngvcrficy2no44 6 29 or or CC work_v44vkh6bzramngvcrficy2no44 6 30 even even RB work_v44vkh6bzramngvcrficy2no44 6 31 increase increase VB work_v44vkh6bzramngvcrficy2no44 6 32 , , , work_v44vkh6bzramngvcrficy2no44 6 33 at at IN work_v44vkh6bzramngvcrficy2no44 6 34 a a DT work_v44vkh6bzramngvcrficy2no44 6 35 very very RB work_v44vkh6bzramngvcrficy2no44 6 36 high high JJ work_v44vkh6bzramngvcrficy2no44 6 37 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 6 38 limit limit NN work_v44vkh6bzramngvcrficy2no44 6 39 . . . work_v44vkh6bzramngvcrficy2no44 7 1 1 1 CD work_v44vkh6bzramngvcrficy2no44 7 2 Introduction introduction NN work_v44vkh6bzramngvcrficy2no44 7 3 Word word NN work_v44vkh6bzramngvcrficy2no44 7 4 order order NN work_v44vkh6bzramngvcrficy2no44 7 5 differences difference NNS work_v44vkh6bzramngvcrficy2no44 7 6 are be VBP work_v44vkh6bzramngvcrficy2no44 7 7 among among IN work_v44vkh6bzramngvcrficy2no44 7 8 the the DT work_v44vkh6bzramngvcrficy2no44 7 9 most most RBS work_v44vkh6bzramngvcrficy2no44 7 10 impor- impor- JJ work_v44vkh6bzramngvcrficy2no44 7 11 tant tant JJ work_v44vkh6bzramngvcrficy2no44 7 12 factors factor NNS work_v44vkh6bzramngvcrficy2no44 7 13 determining determine VBG work_v44vkh6bzramngvcrficy2no44 7 14 the the DT work_v44vkh6bzramngvcrficy2no44 7 15 performance performance NN work_v44vkh6bzramngvcrficy2no44 7 16 of of IN work_v44vkh6bzramngvcrficy2no44 7 17 statisti- statisti- NNP work_v44vkh6bzramngvcrficy2no44 7 18 cal cal NNP work_v44vkh6bzramngvcrficy2no44 7 19 machine machine NN work_v44vkh6bzramngvcrficy2no44 7 20 translation translation NN work_v44vkh6bzramngvcrficy2no44 7 21 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 7 22 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 7 23 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 7 24 on on IN work_v44vkh6bzramngvcrficy2no44 7 25 a a DT work_v44vkh6bzramngvcrficy2no44 7 26 given give VBN work_v44vkh6bzramngvcrficy2no44 7 27 language language NN work_v44vkh6bzramngvcrficy2no44 7 28 pair pair NN work_v44vkh6bzramngvcrficy2no44 7 29 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 7 30 Birch Birch NNP work_v44vkh6bzramngvcrficy2no44 7 31 et et NNP work_v44vkh6bzramngvcrficy2no44 7 32 al al NNP work_v44vkh6bzramngvcrficy2no44 7 33 . . NNP work_v44vkh6bzramngvcrficy2no44 7 34 , , , work_v44vkh6bzramngvcrficy2no44 7 35 2009 2009 CD work_v44vkh6bzramngvcrficy2no44 7 36 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 7 37 . . . work_v44vkh6bzramngvcrficy2no44 8 1 This this DT work_v44vkh6bzramngvcrficy2no44 8 2 is be VBZ work_v44vkh6bzramngvcrficy2no44 8 3 particularly particularly RB work_v44vkh6bzramngvcrficy2no44 8 4 true true JJ work_v44vkh6bzramngvcrficy2no44 8 5 in in IN work_v44vkh6bzramngvcrficy2no44 8 6 the the DT work_v44vkh6bzramngvcrficy2no44 8 7 framework framework NN work_v44vkh6bzramngvcrficy2no44 8 8 of of IN work_v44vkh6bzramngvcrficy2no44 8 9 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 8 10 - - HYPH work_v44vkh6bzramngvcrficy2no44 8 11 based base VBN work_v44vkh6bzramngvcrficy2no44 8 12 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 8 13 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 8 14 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 8 15 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 8 16 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 8 17 Zens Zens NNP work_v44vkh6bzramngvcrficy2no44 8 18 et et NNP work_v44vkh6bzramngvcrficy2no44 8 19 al al NNP work_v44vkh6bzramngvcrficy2no44 8 20 . . NNP work_v44vkh6bzramngvcrficy2no44 8 21 , , , work_v44vkh6bzramngvcrficy2no44 8 22 2002 2002 CD work_v44vkh6bzramngvcrficy2no44 8 23 ; ; : work_v44vkh6bzramngvcrficy2no44 8 24 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 8 25 et et NNP work_v44vkh6bzramngvcrficy2no44 8 26 al al NNP work_v44vkh6bzramngvcrficy2no44 8 27 . . NNP work_v44vkh6bzramngvcrficy2no44 8 28 , , , work_v44vkh6bzramngvcrficy2no44 8 29 2003 2003 CD work_v44vkh6bzramngvcrficy2no44 8 30 ; ; : work_v44vkh6bzramngvcrficy2no44 8 31 Och Och NNP work_v44vkh6bzramngvcrficy2no44 8 32 and and CC work_v44vkh6bzramngvcrficy2no44 8 33 Ney Ney NNP work_v44vkh6bzramngvcrficy2no44 8 34 , , , work_v44vkh6bzramngvcrficy2no44 8 35 2002 2002 CD work_v44vkh6bzramngvcrficy2no44 8 36 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 8 37 , , , work_v44vkh6bzramngvcrficy2no44 8 38 an an DT work_v44vkh6bzramngvcrficy2no44 8 39 approach approach NN work_v44vkh6bzramngvcrficy2no44 8 40 that that WDT work_v44vkh6bzramngvcrficy2no44 8 41 remains remain VBZ work_v44vkh6bzramngvcrficy2no44 8 42 highly highly RB work_v44vkh6bzramngvcrficy2no44 8 43 competitive competitive JJ work_v44vkh6bzramngvcrficy2no44 8 44 despite despite IN work_v44vkh6bzramngvcrficy2no44 8 45 the the DT work_v44vkh6bzramngvcrficy2no44 8 46 recent recent JJ work_v44vkh6bzramngvcrficy2no44 8 47 advances advance NNS work_v44vkh6bzramngvcrficy2no44 8 48 of of IN work_v44vkh6bzramngvcrficy2no44 8 49 the the DT work_v44vkh6bzramngvcrficy2no44 8 50 tree tree NN work_v44vkh6bzramngvcrficy2no44 8 51 - - HYPH work_v44vkh6bzramngvcrficy2no44 8 52 based base VBN work_v44vkh6bzramngvcrficy2no44 8 53 approaches approach NNS work_v44vkh6bzramngvcrficy2no44 8 54 . . . work_v44vkh6bzramngvcrficy2no44 9 1 During during IN work_v44vkh6bzramngvcrficy2no44 9 2 the the DT work_v44vkh6bzramngvcrficy2no44 9 3 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 9 4 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 9 5 process process NN work_v44vkh6bzramngvcrficy2no44 9 6 , , , work_v44vkh6bzramngvcrficy2no44 9 7 the the DT work_v44vkh6bzramngvcrficy2no44 9 8 output output NN work_v44vkh6bzramngvcrficy2no44 9 9 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 9 10 is be VBZ work_v44vkh6bzramngvcrficy2no44 9 11 built build VBN work_v44vkh6bzramngvcrficy2no44 9 12 from from IN work_v44vkh6bzramngvcrficy2no44 9 13 left leave VBN work_v44vkh6bzramngvcrficy2no44 9 14 to to IN work_v44vkh6bzramngvcrficy2no44 9 15 right right NN work_v44vkh6bzramngvcrficy2no44 9 16 , , , work_v44vkh6bzramngvcrficy2no44 9 17 while while IN work_v44vkh6bzramngvcrficy2no44 9 18 the the DT work_v44vkh6bzramngvcrficy2no44 9 19 input input NN work_v44vkh6bzramngvcrficy2no44 9 20 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 9 21 positions position NNS work_v44vkh6bzramngvcrficy2no44 9 22 can can MD work_v44vkh6bzramngvcrficy2no44 9 23 be be VB work_v44vkh6bzramngvcrficy2no44 9 24 covered cover VBN work_v44vkh6bzramngvcrficy2no44 9 25 in in IN work_v44vkh6bzramngvcrficy2no44 9 26 different different JJ work_v44vkh6bzramngvcrficy2no44 9 27 or- or- JJ work_v44vkh6bzramngvcrficy2no44 9 28 ders der NNS work_v44vkh6bzramngvcrficy2no44 9 29 . . . work_v44vkh6bzramngvcrficy2no44 10 1 Thus thus RB work_v44vkh6bzramngvcrficy2no44 10 2 , , , work_v44vkh6bzramngvcrficy2no44 10 3 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 10 4 in in IN work_v44vkh6bzramngvcrficy2no44 10 5 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 10 6 can can MD work_v44vkh6bzramngvcrficy2no44 10 7 be be VB work_v44vkh6bzramngvcrficy2no44 10 8 viewed view VBN work_v44vkh6bzramngvcrficy2no44 10 9 as as IN work_v44vkh6bzramngvcrficy2no44 10 10 the the DT work_v44vkh6bzramngvcrficy2no44 10 11 problem problem NN work_v44vkh6bzramngvcrficy2no44 10 12 of of IN work_v44vkh6bzramngvcrficy2no44 10 13 choosing choose VBG work_v44vkh6bzramngvcrficy2no44 10 14 the the DT work_v44vkh6bzramngvcrficy2no44 10 15 input input NN work_v44vkh6bzramngvcrficy2no44 10 16 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 10 17 that that WDT work_v44vkh6bzramngvcrficy2no44 10 18 leads lead VBZ work_v44vkh6bzramngvcrficy2no44 10 19 to to IN work_v44vkh6bzramngvcrficy2no44 10 20 the the DT work_v44vkh6bzramngvcrficy2no44 10 21 highest highest RBS work_v44vkh6bzramngvcrficy2no44 10 22 - - HYPH work_v44vkh6bzramngvcrficy2no44 10 23 scoring score VBG work_v44vkh6bzramngvcrficy2no44 10 24 output output NN work_v44vkh6bzramngvcrficy2no44 10 25 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 10 26 . . . work_v44vkh6bzramngvcrficy2no44 11 1 Due due IN work_v44vkh6bzramngvcrficy2no44 11 2 to to IN work_v44vkh6bzramngvcrficy2no44 11 3 efficiency efficiency NN work_v44vkh6bzramngvcrficy2no44 11 4 reasons reason NNS work_v44vkh6bzramngvcrficy2no44 11 5 , , , work_v44vkh6bzramngvcrficy2no44 11 6 however however RB work_v44vkh6bzramngvcrficy2no44 11 7 , , , work_v44vkh6bzramngvcrficy2no44 11 8 the the DT work_v44vkh6bzramngvcrficy2no44 11 9 input input NN work_v44vkh6bzramngvcrficy2no44 11 10 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 11 11 space space NN work_v44vkh6bzramngvcrficy2no44 11 12 can can MD work_v44vkh6bzramngvcrficy2no44 11 13 not not RB work_v44vkh6bzramngvcrficy2no44 11 14 be be VB work_v44vkh6bzramngvcrficy2no44 11 15 fully fully RB work_v44vkh6bzramngvcrficy2no44 11 16 explored explore VBN work_v44vkh6bzramngvcrficy2no44 11 17 , , , work_v44vkh6bzramngvcrficy2no44 11 18 and and CC work_v44vkh6bzramngvcrficy2no44 11 19 is be VBZ work_v44vkh6bzramngvcrficy2no44 11 20 therefore therefore RB work_v44vkh6bzramngvcrficy2no44 11 21 lim- lim- RB work_v44vkh6bzramngvcrficy2no44 11 22 ited ite VBN work_v44vkh6bzramngvcrficy2no44 11 23 with with IN work_v44vkh6bzramngvcrficy2no44 11 24 hard hard JJ work_v44vkh6bzramngvcrficy2no44 11 25 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 11 26 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 11 27 . . . work_v44vkh6bzramngvcrficy2no44 12 1 Although although IN work_v44vkh6bzramngvcrficy2no44 12 2 many many JJ work_v44vkh6bzramngvcrficy2no44 12 3 solutions solution NNS work_v44vkh6bzramngvcrficy2no44 12 4 have have VBP work_v44vkh6bzramngvcrficy2no44 12 5 been be VBN work_v44vkh6bzramngvcrficy2no44 12 6 proposed propose VBN work_v44vkh6bzramngvcrficy2no44 12 7 to to TO work_v44vkh6bzramngvcrficy2no44 12 8 explicitly explicitly RB work_v44vkh6bzramngvcrficy2no44 12 9 model model VB work_v44vkh6bzramngvcrficy2no44 12 10 word word NN work_v44vkh6bzramngvcrficy2no44 12 11 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 12 12 during during IN work_v44vkh6bzramngvcrficy2no44 12 13 decoding decoding NN work_v44vkh6bzramngvcrficy2no44 12 14 , , , work_v44vkh6bzramngvcrficy2no44 12 15 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 12 16 still still RB work_v44vkh6bzramngvcrficy2no44 12 17 largely largely RB work_v44vkh6bzramngvcrficy2no44 12 18 fails fail VBZ work_v44vkh6bzramngvcrficy2no44 12 19 to to TO work_v44vkh6bzramngvcrficy2no44 12 20 handle handle VB work_v44vkh6bzramngvcrficy2no44 12 21 long long JJ work_v44vkh6bzramngvcrficy2no44 12 22 - - HYPH work_v44vkh6bzramngvcrficy2no44 12 23 range range NN work_v44vkh6bzramngvcrficy2no44 12 24 word word NN work_v44vkh6bzramngvcrficy2no44 12 25 movements movement NNS work_v44vkh6bzramngvcrficy2no44 12 26 in in IN work_v44vkh6bzramngvcrficy2no44 12 27 language language NN work_v44vkh6bzramngvcrficy2no44 12 28 pairs pair NNS work_v44vkh6bzramngvcrficy2no44 12 29 with with IN work_v44vkh6bzramngvcrficy2no44 12 30 different different JJ work_v44vkh6bzramngvcrficy2no44 12 31 syntac- syntac- NN work_v44vkh6bzramngvcrficy2no44 12 32 tic tic JJ work_v44vkh6bzramngvcrficy2no44 12 33 structures1 structures1 NN work_v44vkh6bzramngvcrficy2no44 12 34 . . . work_v44vkh6bzramngvcrficy2no44 13 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 13 2 believe believe VBP work_v44vkh6bzramngvcrficy2no44 13 3 this this DT work_v44vkh6bzramngvcrficy2no44 13 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 13 5 mostly mostly RB work_v44vkh6bzramngvcrficy2no44 13 6 not not RB work_v44vkh6bzramngvcrficy2no44 13 7 due due JJ work_v44vkh6bzramngvcrficy2no44 13 8 to to IN work_v44vkh6bzramngvcrficy2no44 13 9 deficiencies deficiency NNS work_v44vkh6bzramngvcrficy2no44 13 10 of of IN work_v44vkh6bzramngvcrficy2no44 13 11 the the DT work_v44vkh6bzramngvcrficy2no44 13 12 existing exist VBG work_v44vkh6bzramngvcrficy2no44 13 13 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 13 14 models model NNS work_v44vkh6bzramngvcrficy2no44 13 15 , , , work_v44vkh6bzramngvcrficy2no44 13 16 but but CC work_v44vkh6bzramngvcrficy2no44 13 17 rather rather RB work_v44vkh6bzramngvcrficy2no44 13 18 to to IN work_v44vkh6bzramngvcrficy2no44 13 19 a a DT work_v44vkh6bzramngvcrficy2no44 13 20 very very RB work_v44vkh6bzramngvcrficy2no44 13 21 coarse coarse JJ work_v44vkh6bzramngvcrficy2no44 13 22 definition definition NN work_v44vkh6bzramngvcrficy2no44 13 23 of of IN work_v44vkh6bzramngvcrficy2no44 13 24 the the DT work_v44vkh6bzramngvcrficy2no44 13 25 reorder- reorder- JJ work_v44vkh6bzramngvcrficy2no44 13 26 ing ing NN work_v44vkh6bzramngvcrficy2no44 13 27 search search NN work_v44vkh6bzramngvcrficy2no44 13 28 space space NN work_v44vkh6bzramngvcrficy2no44 13 29 . . . work_v44vkh6bzramngvcrficy2no44 14 1 Indeed indeed RB work_v44vkh6bzramngvcrficy2no44 14 2 , , , work_v44vkh6bzramngvcrficy2no44 14 3 the the DT work_v44vkh6bzramngvcrficy2no44 14 4 existing exist VBG work_v44vkh6bzramngvcrficy2no44 14 5 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 14 6 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 14 7 are be VBP work_v44vkh6bzramngvcrficy2no44 14 8 rather rather RB work_v44vkh6bzramngvcrficy2no44 14 9 simple simple JJ work_v44vkh6bzramngvcrficy2no44 14 10 and and CC work_v44vkh6bzramngvcrficy2no44 14 11 typically typically RB work_v44vkh6bzramngvcrficy2no44 14 12 based base VBN work_v44vkh6bzramngvcrficy2no44 14 13 on on IN work_v44vkh6bzramngvcrficy2no44 14 14 word word NN work_v44vkh6bzramngvcrficy2no44 14 15 - - HYPH work_v44vkh6bzramngvcrficy2no44 14 16 to to IN work_v44vkh6bzramngvcrficy2no44 14 17 - - HYPH work_v44vkh6bzramngvcrficy2no44 14 18 word word NN work_v44vkh6bzramngvcrficy2no44 14 19 distances distance NNS work_v44vkh6bzramngvcrficy2no44 14 20 . . . work_v44vkh6bzramngvcrficy2no44 15 1 Moreover moreover RB work_v44vkh6bzramngvcrficy2no44 15 2 , , , work_v44vkh6bzramngvcrficy2no44 15 3 they -PRON- PRP work_v44vkh6bzramngvcrficy2no44 15 4 are be VBP work_v44vkh6bzramngvcrficy2no44 15 5 uni- uni- RB work_v44vkh6bzramngvcrficy2no44 15 6 form form NN work_v44vkh6bzramngvcrficy2no44 15 7 throughout throughout IN work_v44vkh6bzramngvcrficy2no44 15 8 the the DT work_v44vkh6bzramngvcrficy2no44 15 9 input input NN work_v44vkh6bzramngvcrficy2no44 15 10 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 15 11 and and CC work_v44vkh6bzramngvcrficy2no44 15 12 insensitive insensitive JJ work_v44vkh6bzramngvcrficy2no44 15 13 to to IN work_v44vkh6bzramngvcrficy2no44 15 14 the the DT work_v44vkh6bzramngvcrficy2no44 15 15 actual actual JJ work_v44vkh6bzramngvcrficy2no44 15 16 words word NNS work_v44vkh6bzramngvcrficy2no44 15 17 being be VBG work_v44vkh6bzramngvcrficy2no44 15 18 translated translate VBN work_v44vkh6bzramngvcrficy2no44 15 19 . . . work_v44vkh6bzramngvcrficy2no44 16 1 Relaxing relax VBG work_v44vkh6bzramngvcrficy2no44 16 2 this this DT work_v44vkh6bzramngvcrficy2no44 16 3 kind kind NN work_v44vkh6bzramngvcrficy2no44 16 4 of of IN work_v44vkh6bzramngvcrficy2no44 16 5 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 16 6 means mean VBZ work_v44vkh6bzramngvcrficy2no44 16 7 dramatically dramatically RB work_v44vkh6bzramngvcrficy2no44 16 8 increasing increase VBG work_v44vkh6bzramngvcrficy2no44 16 9 the the DT work_v44vkh6bzramngvcrficy2no44 16 10 size size NN work_v44vkh6bzramngvcrficy2no44 16 11 of of IN work_v44vkh6bzramngvcrficy2no44 16 12 the the DT work_v44vkh6bzramngvcrficy2no44 16 13 search search NN work_v44vkh6bzramngvcrficy2no44 16 14 space space NN work_v44vkh6bzramngvcrficy2no44 16 15 and and CC work_v44vkh6bzramngvcrficy2no44 16 16 making make VBG work_v44vkh6bzramngvcrficy2no44 16 17 the the DT work_v44vkh6bzramngvcrficy2no44 16 18 reorder- reorder- JJ work_v44vkh6bzramngvcrficy2no44 16 19 ing ing NNP work_v44vkh6bzramngvcrficy2no44 16 20 model model NN work_v44vkh6bzramngvcrficy2no44 16 21 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 16 22 task task NN work_v44vkh6bzramngvcrficy2no44 16 23 extremely extremely RB work_v44vkh6bzramngvcrficy2no44 16 24 complex complex JJ work_v44vkh6bzramngvcrficy2no44 16 25 . . . work_v44vkh6bzramngvcrficy2no44 17 1 As as IN work_v44vkh6bzramngvcrficy2no44 17 2 a a DT work_v44vkh6bzramngvcrficy2no44 17 3 result result NN work_v44vkh6bzramngvcrficy2no44 17 4 , , , work_v44vkh6bzramngvcrficy2no44 17 5 even even RB work_v44vkh6bzramngvcrficy2no44 17 6 in in IN work_v44vkh6bzramngvcrficy2no44 17 7 language language NN work_v44vkh6bzramngvcrficy2no44 17 8 pairs pair NNS work_v44vkh6bzramngvcrficy2no44 17 9 where where WRB work_v44vkh6bzramngvcrficy2no44 17 10 long long JJ work_v44vkh6bzramngvcrficy2no44 17 11 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 17 12 is be VBZ work_v44vkh6bzramngvcrficy2no44 17 13 reg- reg- RB work_v44vkh6bzramngvcrficy2no44 17 14 ularly ularly RB work_v44vkh6bzramngvcrficy2no44 17 15 observed observe VBN work_v44vkh6bzramngvcrficy2no44 17 16 , , , work_v44vkh6bzramngvcrficy2no44 17 17 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 17 18 quality quality NN work_v44vkh6bzramngvcrficy2no44 17 19 degrades degrade NNS work_v44vkh6bzramngvcrficy2no44 17 20 when when WRB work_v44vkh6bzramngvcrficy2no44 17 21 long long JJ work_v44vkh6bzramngvcrficy2no44 17 22 word word NN work_v44vkh6bzramngvcrficy2no44 17 23 movements movement NNS work_v44vkh6bzramngvcrficy2no44 17 24 are be VBP work_v44vkh6bzramngvcrficy2no44 17 25 allowed allow VBN work_v44vkh6bzramngvcrficy2no44 17 26 to to IN work_v44vkh6bzramngvcrficy2no44 17 27 the the DT work_v44vkh6bzramngvcrficy2no44 17 28 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 17 29 . . . work_v44vkh6bzramngvcrficy2no44 18 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 18 2 address address VBP work_v44vkh6bzramngvcrficy2no44 18 3 this this DT work_v44vkh6bzramngvcrficy2no44 18 4 problem problem NN work_v44vkh6bzramngvcrficy2no44 18 5 by by IN work_v44vkh6bzramngvcrficy2no44 18 6 training train VBG work_v44vkh6bzramngvcrficy2no44 18 7 a a DT work_v44vkh6bzramngvcrficy2no44 18 8 binary binary JJ work_v44vkh6bzramngvcrficy2no44 18 9 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 18 10 to to TO work_v44vkh6bzramngvcrficy2no44 18 11 predict predict VB work_v44vkh6bzramngvcrficy2no44 18 12 whether whether IN work_v44vkh6bzramngvcrficy2no44 18 13 a a DT work_v44vkh6bzramngvcrficy2no44 18 14 given give VBN work_v44vkh6bzramngvcrficy2no44 18 15 input input NN work_v44vkh6bzramngvcrficy2no44 18 16 position position NN work_v44vkh6bzramngvcrficy2no44 18 17 should should MD work_v44vkh6bzramngvcrficy2no44 18 18 be be VB work_v44vkh6bzramngvcrficy2no44 18 19 translated translate VBN work_v44vkh6bzramngvcrficy2no44 18 20 right right RB work_v44vkh6bzramngvcrficy2no44 18 21 after after IN work_v44vkh6bzramngvcrficy2no44 18 22 another another DT work_v44vkh6bzramngvcrficy2no44 18 23 , , , work_v44vkh6bzramngvcrficy2no44 18 24 given give VBN work_v44vkh6bzramngvcrficy2no44 18 25 the the DT work_v44vkh6bzramngvcrficy2no44 18 26 words word NNS work_v44vkh6bzramngvcrficy2no44 18 27 at at IN work_v44vkh6bzramngvcrficy2no44 18 28 those those DT work_v44vkh6bzramngvcrficy2no44 18 29 positions position NNS work_v44vkh6bzramngvcrficy2no44 18 30 and and CC work_v44vkh6bzramngvcrficy2no44 18 31 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 18 32 contexts contexts NN work_v44vkh6bzramngvcrficy2no44 18 33 . . . work_v44vkh6bzramngvcrficy2no44 19 1 When when WRB work_v44vkh6bzramngvcrficy2no44 19 2 this this DT work_v44vkh6bzramngvcrficy2no44 19 3 model model NN work_v44vkh6bzramngvcrficy2no44 19 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 19 5 integrated integrate VBN work_v44vkh6bzramngvcrficy2no44 19 6 into into IN work_v44vkh6bzramngvcrficy2no44 19 7 the the DT work_v44vkh6bzramngvcrficy2no44 19 8 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 19 9 , , , work_v44vkh6bzramngvcrficy2no44 19 10 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 19 11 predic- predic- JJ work_v44vkh6bzramngvcrficy2no44 19 12 1For 1for JJ work_v44vkh6bzramngvcrficy2no44 19 13 empirical empirical JJ work_v44vkh6bzramngvcrficy2no44 19 14 evidence evidence NN work_v44vkh6bzramngvcrficy2no44 19 15 , , , work_v44vkh6bzramngvcrficy2no44 19 16 see see VB work_v44vkh6bzramngvcrficy2no44 19 17 for for IN work_v44vkh6bzramngvcrficy2no44 19 18 instance instance NN work_v44vkh6bzramngvcrficy2no44 19 19 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 19 20 Birch Birch NNP work_v44vkh6bzramngvcrficy2no44 19 21 et et NNP work_v44vkh6bzramngvcrficy2no44 19 22 al al NNP work_v44vkh6bzramngvcrficy2no44 19 23 . . NNP work_v44vkh6bzramngvcrficy2no44 19 24 , , , work_v44vkh6bzramngvcrficy2no44 19 25 2009 2009 CD work_v44vkh6bzramngvcrficy2no44 19 26 ; ; : work_v44vkh6bzramngvcrficy2no44 19 27 Galley Galley NNP work_v44vkh6bzramngvcrficy2no44 19 28 and and CC work_v44vkh6bzramngvcrficy2no44 19 29 Manning Manning NNP work_v44vkh6bzramngvcrficy2no44 19 30 , , , work_v44vkh6bzramngvcrficy2no44 19 31 2008 2008 CD work_v44vkh6bzramngvcrficy2no44 19 32 ; ; : work_v44vkh6bzramngvcrficy2no44 19 33 Bisazza Bisazza NNP work_v44vkh6bzramngvcrficy2no44 19 34 and and CC work_v44vkh6bzramngvcrficy2no44 19 35 Federico Federico NNP work_v44vkh6bzramngvcrficy2no44 19 36 , , , work_v44vkh6bzramngvcrficy2no44 19 37 2012 2012 CD work_v44vkh6bzramngvcrficy2no44 19 38 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 19 39 . . . work_v44vkh6bzramngvcrficy2no44 20 1 327 327 CD work_v44vkh6bzramngvcrficy2no44 20 2 Transactions transaction NNS work_v44vkh6bzramngvcrficy2no44 20 3 of of IN work_v44vkh6bzramngvcrficy2no44 20 4 the the DT work_v44vkh6bzramngvcrficy2no44 20 5 Association Association NNP work_v44vkh6bzramngvcrficy2no44 20 6 for for IN work_v44vkh6bzramngvcrficy2no44 20 7 Computational Computational NNP work_v44vkh6bzramngvcrficy2no44 20 8 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 20 9 , , , work_v44vkh6bzramngvcrficy2no44 20 10 1 1 CD work_v44vkh6bzramngvcrficy2no44 20 11 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 20 12 2013 2013 CD work_v44vkh6bzramngvcrficy2no44 20 13 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 20 14 327–340 327–340 CD work_v44vkh6bzramngvcrficy2no44 20 15 . . . work_v44vkh6bzramngvcrficy2no44 21 1 Action Action NNP work_v44vkh6bzramngvcrficy2no44 21 2 Editor Editor NNP work_v44vkh6bzramngvcrficy2no44 21 3 : : : work_v44vkh6bzramngvcrficy2no44 21 4 Philipp Philipp NNP work_v44vkh6bzramngvcrficy2no44 21 5 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 21 6 . . . work_v44vkh6bzramngvcrficy2no44 22 1 Submitted submit VBN work_v44vkh6bzramngvcrficy2no44 22 2 1/2013 1/2013 CD work_v44vkh6bzramngvcrficy2no44 22 3 ; ; : work_v44vkh6bzramngvcrficy2no44 22 4 Revised revise VBN work_v44vkh6bzramngvcrficy2no44 22 5 5/2013 5/2013 CD work_v44vkh6bzramngvcrficy2no44 22 6 ; ; : work_v44vkh6bzramngvcrficy2no44 22 7 Published Published NNP work_v44vkh6bzramngvcrficy2no44 22 8 7/2013 7/2013 NNP work_v44vkh6bzramngvcrficy2no44 22 9 . . . work_v44vkh6bzramngvcrficy2no44 23 1 c c NNP work_v44vkh6bzramngvcrficy2no44 23 2 © © NNP work_v44vkh6bzramngvcrficy2no44 23 3 2013 2013 CD work_v44vkh6bzramngvcrficy2no44 23 4 Association Association NNP work_v44vkh6bzramngvcrficy2no44 23 5 for for IN work_v44vkh6bzramngvcrficy2no44 23 6 Computational Computational NNP work_v44vkh6bzramngvcrficy2no44 23 7 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 23 8 . . . work_v44vkh6bzramngvcrficy2no44 24 1 tions tion NNS work_v44vkh6bzramngvcrficy2no44 24 2 can can MD work_v44vkh6bzramngvcrficy2no44 24 3 be be VB work_v44vkh6bzramngvcrficy2no44 24 4 used use VBN work_v44vkh6bzramngvcrficy2no44 24 5 not not RB work_v44vkh6bzramngvcrficy2no44 24 6 only only RB work_v44vkh6bzramngvcrficy2no44 24 7 as as IN work_v44vkh6bzramngvcrficy2no44 24 8 an an DT work_v44vkh6bzramngvcrficy2no44 24 9 additional additional JJ work_v44vkh6bzramngvcrficy2no44 24 10 feature feature NN work_v44vkh6bzramngvcrficy2no44 24 11 function function NN work_v44vkh6bzramngvcrficy2no44 24 12 , , , work_v44vkh6bzramngvcrficy2no44 24 13 but but CC work_v44vkh6bzramngvcrficy2no44 24 14 also also RB work_v44vkh6bzramngvcrficy2no44 24 15 as as IN work_v44vkh6bzramngvcrficy2no44 24 16 an an DT work_v44vkh6bzramngvcrficy2no44 24 17 early early JJ work_v44vkh6bzramngvcrficy2no44 24 18 indication indication NN work_v44vkh6bzramngvcrficy2no44 24 19 of of IN work_v44vkh6bzramngvcrficy2no44 24 20 whether whether IN work_v44vkh6bzramngvcrficy2no44 24 21 or or CC work_v44vkh6bzramngvcrficy2no44 24 22 not not RB work_v44vkh6bzramngvcrficy2no44 24 23 a a DT work_v44vkh6bzramngvcrficy2no44 24 24 given give VBN work_v44vkh6bzramngvcrficy2no44 24 25 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 24 26 path path NN work_v44vkh6bzramngvcrficy2no44 24 27 should should MD work_v44vkh6bzramngvcrficy2no44 24 28 be be VB work_v44vkh6bzramngvcrficy2no44 24 29 further further RB work_v44vkh6bzramngvcrficy2no44 24 30 ex- ex- RB work_v44vkh6bzramngvcrficy2no44 24 31 plored plore VBN work_v44vkh6bzramngvcrficy2no44 24 32 . . . work_v44vkh6bzramngvcrficy2no44 25 1 More more RBR work_v44vkh6bzramngvcrficy2no44 25 2 specifically specifically RB work_v44vkh6bzramngvcrficy2no44 25 3 , , , work_v44vkh6bzramngvcrficy2no44 25 4 at at IN work_v44vkh6bzramngvcrficy2no44 25 5 each each DT work_v44vkh6bzramngvcrficy2no44 25 6 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 25 7 ex- ex- XX work_v44vkh6bzramngvcrficy2no44 25 8 pansion pansion NN work_v44vkh6bzramngvcrficy2no44 25 9 , , , work_v44vkh6bzramngvcrficy2no44 25 10 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 25 11 consider consider VBP work_v44vkh6bzramngvcrficy2no44 25 12 the the DT work_v44vkh6bzramngvcrficy2no44 25 13 set set NN work_v44vkh6bzramngvcrficy2no44 25 14 of of IN work_v44vkh6bzramngvcrficy2no44 25 15 input input NN work_v44vkh6bzramngvcrficy2no44 25 16 positions position NNS work_v44vkh6bzramngvcrficy2no44 25 17 that that WDT work_v44vkh6bzramngvcrficy2no44 25 18 are be VBP work_v44vkh6bzramngvcrficy2no44 25 19 reachable reachable JJ work_v44vkh6bzramngvcrficy2no44 25 20 according accord VBG work_v44vkh6bzramngvcrficy2no44 25 21 to to IN work_v44vkh6bzramngvcrficy2no44 25 22 the the DT work_v44vkh6bzramngvcrficy2no44 25 23 usual usual JJ work_v44vkh6bzramngvcrficy2no44 25 24 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 25 25 con- con- NN work_v44vkh6bzramngvcrficy2no44 25 26 straints straint NNS work_v44vkh6bzramngvcrficy2no44 25 27 , , , work_v44vkh6bzramngvcrficy2no44 25 28 and and CC work_v44vkh6bzramngvcrficy2no44 25 29 prune prune VB work_v44vkh6bzramngvcrficy2no44 25 30 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 25 31 based base VBN work_v44vkh6bzramngvcrficy2no44 25 32 only only RB work_v44vkh6bzramngvcrficy2no44 25 33 on on IN work_v44vkh6bzramngvcrficy2no44 25 34 the the DT work_v44vkh6bzramngvcrficy2no44 25 35 reorder- reorder- NNP work_v44vkh6bzramngvcrficy2no44 25 36 ing ing NNP work_v44vkh6bzramngvcrficy2no44 25 37 model model NN work_v44vkh6bzramngvcrficy2no44 25 38 score score NN work_v44vkh6bzramngvcrficy2no44 25 39 . . . work_v44vkh6bzramngvcrficy2no44 26 1 Then then RB work_v44vkh6bzramngvcrficy2no44 26 2 , , , work_v44vkh6bzramngvcrficy2no44 26 3 the the DT work_v44vkh6bzramngvcrficy2no44 26 4 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 26 5 can can MD work_v44vkh6bzramngvcrficy2no44 26 6 be be VB work_v44vkh6bzramngvcrficy2no44 26 7 ex- ex- RB work_v44vkh6bzramngvcrficy2no44 26 8 panded pande VBN work_v44vkh6bzramngvcrficy2no44 26 9 normally normally RB work_v44vkh6bzramngvcrficy2no44 26 10 by by IN work_v44vkh6bzramngvcrficy2no44 26 11 covering cover VBG work_v44vkh6bzramngvcrficy2no44 26 12 the the DT work_v44vkh6bzramngvcrficy2no44 26 13 non non JJ work_v44vkh6bzramngvcrficy2no44 26 14 - - JJ work_v44vkh6bzramngvcrficy2no44 26 15 pruned pruned JJ work_v44vkh6bzramngvcrficy2no44 26 16 posi- posi- NN work_v44vkh6bzramngvcrficy2no44 26 17 tions tion NNS work_v44vkh6bzramngvcrficy2no44 26 18 . . . work_v44vkh6bzramngvcrficy2no44 27 1 This this DT work_v44vkh6bzramngvcrficy2no44 27 2 technique technique NN work_v44vkh6bzramngvcrficy2no44 27 3 makes make VBZ work_v44vkh6bzramngvcrficy2no44 27 4 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 27 5 possible possible JJ work_v44vkh6bzramngvcrficy2no44 27 6 to to TO work_v44vkh6bzramngvcrficy2no44 27 7 dynami- dynami- VB work_v44vkh6bzramngvcrficy2no44 27 8 cally cally RB work_v44vkh6bzramngvcrficy2no44 27 9 shape shape VB work_v44vkh6bzramngvcrficy2no44 27 10 the the DT work_v44vkh6bzramngvcrficy2no44 27 11 search search NN work_v44vkh6bzramngvcrficy2no44 27 12 space space NN work_v44vkh6bzramngvcrficy2no44 27 13 while while IN work_v44vkh6bzramngvcrficy2no44 27 14 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 27 15 with with IN work_v44vkh6bzramngvcrficy2no44 27 16 a a DT work_v44vkh6bzramngvcrficy2no44 27 17 very very RB work_v44vkh6bzramngvcrficy2no44 27 18 high high JJ work_v44vkh6bzramngvcrficy2no44 27 19 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 27 20 limit limit NN work_v44vkh6bzramngvcrficy2no44 27 21 , , , work_v44vkh6bzramngvcrficy2no44 27 22 which which WDT work_v44vkh6bzramngvcrficy2no44 27 23 can can MD work_v44vkh6bzramngvcrficy2no44 27 24 improve improve VB work_v44vkh6bzramngvcrficy2no44 27 25 trans- trans- JJ work_v44vkh6bzramngvcrficy2no44 27 26 lation lation NN work_v44vkh6bzramngvcrficy2no44 27 27 quality quality NN work_v44vkh6bzramngvcrficy2no44 27 28 and and CC work_v44vkh6bzramngvcrficy2no44 27 29 efficiency efficiency NN work_v44vkh6bzramngvcrficy2no44 27 30 at at IN work_v44vkh6bzramngvcrficy2no44 27 31 the the DT work_v44vkh6bzramngvcrficy2no44 27 32 same same JJ work_v44vkh6bzramngvcrficy2no44 27 33 time time NN work_v44vkh6bzramngvcrficy2no44 27 34 . . . work_v44vkh6bzramngvcrficy2no44 28 1 The the DT work_v44vkh6bzramngvcrficy2no44 28 2 remainder remainder NN work_v44vkh6bzramngvcrficy2no44 28 3 of of IN work_v44vkh6bzramngvcrficy2no44 28 4 the the DT work_v44vkh6bzramngvcrficy2no44 28 5 paper paper NN work_v44vkh6bzramngvcrficy2no44 28 6 is be VBZ work_v44vkh6bzramngvcrficy2no44 28 7 organized organize VBN work_v44vkh6bzramngvcrficy2no44 28 8 as as IN work_v44vkh6bzramngvcrficy2no44 28 9 fol- fol- NN work_v44vkh6bzramngvcrficy2no44 28 10 lows low NNS work_v44vkh6bzramngvcrficy2no44 28 11 . . . work_v44vkh6bzramngvcrficy2no44 29 1 After after IN work_v44vkh6bzramngvcrficy2no44 29 2 an an DT work_v44vkh6bzramngvcrficy2no44 29 3 overview overview NN work_v44vkh6bzramngvcrficy2no44 29 4 of of IN work_v44vkh6bzramngvcrficy2no44 29 5 the the DT work_v44vkh6bzramngvcrficy2no44 29 6 relevant relevant JJ work_v44vkh6bzramngvcrficy2no44 29 7 literature literature NN work_v44vkh6bzramngvcrficy2no44 29 8 , , , work_v44vkh6bzramngvcrficy2no44 29 9 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 29 10 describe describe VBP work_v44vkh6bzramngvcrficy2no44 29 11 in in IN work_v44vkh6bzramngvcrficy2no44 29 12 detail detail NN work_v44vkh6bzramngvcrficy2no44 29 13 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 29 14 word word NN work_v44vkh6bzramngvcrficy2no44 29 15 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 29 16 model model NN work_v44vkh6bzramngvcrficy2no44 29 17 . . . work_v44vkh6bzramngvcrficy2no44 30 1 In in IN work_v44vkh6bzramngvcrficy2no44 30 2 the the DT work_v44vkh6bzramngvcrficy2no44 30 3 following following JJ work_v44vkh6bzramngvcrficy2no44 30 4 section section NN work_v44vkh6bzramngvcrficy2no44 30 5 , , , work_v44vkh6bzramngvcrficy2no44 30 6 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 30 7 introduce introduce VBP work_v44vkh6bzramngvcrficy2no44 30 8 early early JJ work_v44vkh6bzramngvcrficy2no44 30 9 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 30 10 of of IN work_v44vkh6bzramngvcrficy2no44 30 11 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 30 12 steps step NNS work_v44vkh6bzramngvcrficy2no44 30 13 as as IN work_v44vkh6bzramngvcrficy2no44 30 14 a a DT work_v44vkh6bzramngvcrficy2no44 30 15 way way NN work_v44vkh6bzramngvcrficy2no44 30 16 to to TO work_v44vkh6bzramngvcrficy2no44 30 17 dynamically dynamically RB work_v44vkh6bzramngvcrficy2no44 30 18 shape shape VB work_v44vkh6bzramngvcrficy2no44 30 19 the the DT work_v44vkh6bzramngvcrficy2no44 30 20 input input NN work_v44vkh6bzramngvcrficy2no44 30 21 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 30 22 space space NN work_v44vkh6bzramngvcrficy2no44 30 23 . . . work_v44vkh6bzramngvcrficy2no44 31 1 Finally finally RB work_v44vkh6bzramngvcrficy2no44 31 2 , , , work_v44vkh6bzramngvcrficy2no44 31 3 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 31 4 present present VBP work_v44vkh6bzramngvcrficy2no44 31 5 an an DT work_v44vkh6bzramngvcrficy2no44 31 6 em- em- NN work_v44vkh6bzramngvcrficy2no44 31 7 pirical pirical JJ work_v44vkh6bzramngvcrficy2no44 31 8 analysis analysis NN work_v44vkh6bzramngvcrficy2no44 31 9 of of IN work_v44vkh6bzramngvcrficy2no44 31 10 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 31 11 approach approach NN work_v44vkh6bzramngvcrficy2no44 31 12 , , , work_v44vkh6bzramngvcrficy2no44 31 13 including include VBG work_v44vkh6bzramngvcrficy2no44 31 14 intrinsic intrinsic JJ work_v44vkh6bzramngvcrficy2no44 31 15 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 31 16 of of IN work_v44vkh6bzramngvcrficy2no44 31 17 the the DT work_v44vkh6bzramngvcrficy2no44 31 18 model model NN work_v44vkh6bzramngvcrficy2no44 31 19 and and CC work_v44vkh6bzramngvcrficy2no44 31 20 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 31 21 experiments experiment NNS work_v44vkh6bzramngvcrficy2no44 31 22 on on IN work_v44vkh6bzramngvcrficy2no44 31 23 a a DT work_v44vkh6bzramngvcrficy2no44 31 24 well well RB work_v44vkh6bzramngvcrficy2no44 31 25 - - HYPH work_v44vkh6bzramngvcrficy2no44 31 26 known know VBN work_v44vkh6bzramngvcrficy2no44 31 27 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 31 28 - - HYPH work_v44vkh6bzramngvcrficy2no44 31 29 English English NNP work_v44vkh6bzramngvcrficy2no44 31 30 news news NN work_v44vkh6bzramngvcrficy2no44 31 31 translation translation NN work_v44vkh6bzramngvcrficy2no44 31 32 task task NN work_v44vkh6bzramngvcrficy2no44 31 33 . . . work_v44vkh6bzramngvcrficy2no44 32 1 2 2 CD work_v44vkh6bzramngvcrficy2no44 32 2 Previous previous JJ work_v44vkh6bzramngvcrficy2no44 32 3 Work work NN work_v44vkh6bzramngvcrficy2no44 32 4 In in IN work_v44vkh6bzramngvcrficy2no44 32 5 this this DT work_v44vkh6bzramngvcrficy2no44 32 6 paper paper NN work_v44vkh6bzramngvcrficy2no44 32 7 , , , work_v44vkh6bzramngvcrficy2no44 32 8 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 32 9 focus focus VBP work_v44vkh6bzramngvcrficy2no44 32 10 on on IN work_v44vkh6bzramngvcrficy2no44 32 11 methods method NNS work_v44vkh6bzramngvcrficy2no44 32 12 that that WDT work_v44vkh6bzramngvcrficy2no44 32 13 guide guide VBP work_v44vkh6bzramngvcrficy2no44 32 14 the the DT work_v44vkh6bzramngvcrficy2no44 32 15 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 32 16 search search NN work_v44vkh6bzramngvcrficy2no44 32 17 during during IN work_v44vkh6bzramngvcrficy2no44 32 18 the the DT work_v44vkh6bzramngvcrficy2no44 32 19 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 32 20 - - HYPH work_v44vkh6bzramngvcrficy2no44 32 21 based base VBN work_v44vkh6bzramngvcrficy2no44 32 22 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 32 23 process process NN work_v44vkh6bzramngvcrficy2no44 32 24 . . . work_v44vkh6bzramngvcrficy2no44 33 1 See see VB work_v44vkh6bzramngvcrficy2no44 33 2 for for IN work_v44vkh6bzramngvcrficy2no44 33 3 instance instance NN work_v44vkh6bzramngvcrficy2no44 33 4 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 33 5 Costa Costa NNP work_v44vkh6bzramngvcrficy2no44 33 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 33 7 jussà jussà NNS work_v44vkh6bzramngvcrficy2no44 33 8 and and CC work_v44vkh6bzramngvcrficy2no44 33 9 Fonol- Fonol- NNP work_v44vkh6bzramngvcrficy2no44 33 10 losa losa NN work_v44vkh6bzramngvcrficy2no44 33 11 , , , work_v44vkh6bzramngvcrficy2no44 33 12 2009 2009 CD work_v44vkh6bzramngvcrficy2no44 33 13 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 33 14 for for IN work_v44vkh6bzramngvcrficy2no44 33 15 a a DT work_v44vkh6bzramngvcrficy2no44 33 16 review review NN work_v44vkh6bzramngvcrficy2no44 33 17 of of IN work_v44vkh6bzramngvcrficy2no44 33 18 pre- pre- NN work_v44vkh6bzramngvcrficy2no44 33 19 and and CC work_v44vkh6bzramngvcrficy2no44 33 20 post post JJ work_v44vkh6bzramngvcrficy2no44 33 21 - - JJ work_v44vkh6bzramngvcrficy2no44 33 22 reordering reordering JJ work_v44vkh6bzramngvcrficy2no44 33 23 approaches approach NNS work_v44vkh6bzramngvcrficy2no44 33 24 that that WDT work_v44vkh6bzramngvcrficy2no44 33 25 are be VBP work_v44vkh6bzramngvcrficy2no44 33 26 not not RB work_v44vkh6bzramngvcrficy2no44 33 27 treated treat VBN work_v44vkh6bzramngvcrficy2no44 33 28 here here RB work_v44vkh6bzramngvcrficy2no44 33 29 . . . work_v44vkh6bzramngvcrficy2no44 34 1 Assuming assume VBG work_v44vkh6bzramngvcrficy2no44 34 2 a a DT work_v44vkh6bzramngvcrficy2no44 34 3 one one CD work_v44vkh6bzramngvcrficy2no44 34 4 - - HYPH work_v44vkh6bzramngvcrficy2no44 34 5 to to IN work_v44vkh6bzramngvcrficy2no44 34 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 34 7 one one CD work_v44vkh6bzramngvcrficy2no44 34 8 correspondence correspondence NN work_v44vkh6bzramngvcrficy2no44 34 9 between between IN work_v44vkh6bzramngvcrficy2no44 34 10 source source NN work_v44vkh6bzramngvcrficy2no44 34 11 and and CC work_v44vkh6bzramngvcrficy2no44 34 12 target target NN work_v44vkh6bzramngvcrficy2no44 34 13 phrases phrase NNS work_v44vkh6bzramngvcrficy2no44 34 14 , , , work_v44vkh6bzramngvcrficy2no44 34 15 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 34 16 in in IN work_v44vkh6bzramngvcrficy2no44 34 17 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 34 18 can can MD work_v44vkh6bzramngvcrficy2no44 34 19 be be VB work_v44vkh6bzramngvcrficy2no44 34 20 viewed view VBN work_v44vkh6bzramngvcrficy2no44 34 21 as as IN work_v44vkh6bzramngvcrficy2no44 34 22 the the DT work_v44vkh6bzramngvcrficy2no44 34 23 problem problem NN work_v44vkh6bzramngvcrficy2no44 34 24 of of IN work_v44vkh6bzramngvcrficy2no44 34 25 searching search VBG work_v44vkh6bzramngvcrficy2no44 34 26 through through IN work_v44vkh6bzramngvcrficy2no44 34 27 a a DT work_v44vkh6bzramngvcrficy2no44 34 28 set set NN work_v44vkh6bzramngvcrficy2no44 34 29 of of IN work_v44vkh6bzramngvcrficy2no44 34 30 permutations permutation NNS work_v44vkh6bzramngvcrficy2no44 34 31 of of IN work_v44vkh6bzramngvcrficy2no44 34 32 the the DT work_v44vkh6bzramngvcrficy2no44 34 33 input input NN work_v44vkh6bzramngvcrficy2no44 34 34 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 34 35 . . . work_v44vkh6bzramngvcrficy2no44 35 1 Thus thus RB work_v44vkh6bzramngvcrficy2no44 35 2 , , , work_v44vkh6bzramngvcrficy2no44 35 3 two two CD work_v44vkh6bzramngvcrficy2no44 35 4 sub sub NN work_v44vkh6bzramngvcrficy2no44 35 5 - - NNS work_v44vkh6bzramngvcrficy2no44 35 6 problems problem NNS work_v44vkh6bzramngvcrficy2no44 35 7 arise arise VBP work_v44vkh6bzramngvcrficy2no44 35 8 : : : work_v44vkh6bzramngvcrficy2no44 35 9 defining define VBG work_v44vkh6bzramngvcrficy2no44 35 10 the the DT work_v44vkh6bzramngvcrficy2no44 35 11 set set NN work_v44vkh6bzramngvcrficy2no44 35 12 of of IN work_v44vkh6bzramngvcrficy2no44 35 13 allowed allow VBN work_v44vkh6bzramngvcrficy2no44 35 14 per- per- NN work_v44vkh6bzramngvcrficy2no44 35 15 mutations mutation NNS work_v44vkh6bzramngvcrficy2no44 35 16 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 35 17 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 35 18 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 35 19 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 35 20 and and CC work_v44vkh6bzramngvcrficy2no44 35 21 scoring score VBG work_v44vkh6bzramngvcrficy2no44 35 22 the the DT work_v44vkh6bzramngvcrficy2no44 35 23 allowed allow VBN work_v44vkh6bzramngvcrficy2no44 35 24 permutations permutation NNS work_v44vkh6bzramngvcrficy2no44 35 25 according accord VBG work_v44vkh6bzramngvcrficy2no44 35 26 to to IN work_v44vkh6bzramngvcrficy2no44 35 27 some some DT work_v44vkh6bzramngvcrficy2no44 35 28 likelihood likelihood NN work_v44vkh6bzramngvcrficy2no44 35 29 criterion criterion NN work_v44vkh6bzramngvcrficy2no44 35 30 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 35 31 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 35 32 model model NN work_v44vkh6bzramngvcrficy2no44 35 33 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 35 34 . . . work_v44vkh6bzramngvcrficy2no44 36 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 36 2 begin begin VBP work_v44vkh6bzramngvcrficy2no44 36 3 with with IN work_v44vkh6bzramngvcrficy2no44 36 4 the the DT work_v44vkh6bzramngvcrficy2no44 36 5 lat- lat- NN work_v44vkh6bzramngvcrficy2no44 36 6 ter ter NN work_v44vkh6bzramngvcrficy2no44 36 7 , , , work_v44vkh6bzramngvcrficy2no44 36 8 returning return VBG work_v44vkh6bzramngvcrficy2no44 36 9 to to IN work_v44vkh6bzramngvcrficy2no44 36 10 the the DT work_v44vkh6bzramngvcrficy2no44 36 11 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 36 12 later later RB work_v44vkh6bzramngvcrficy2no44 36 13 in in IN work_v44vkh6bzramngvcrficy2no44 36 14 this this DT work_v44vkh6bzramngvcrficy2no44 36 15 section section NN work_v44vkh6bzramngvcrficy2no44 36 16 . . . work_v44vkh6bzramngvcrficy2no44 37 1 2.1 2.1 CD work_v44vkh6bzramngvcrficy2no44 37 2 Reordering reordering NN work_v44vkh6bzramngvcrficy2no44 37 3 modeling modeling NN work_v44vkh6bzramngvcrficy2no44 37 4 In in IN work_v44vkh6bzramngvcrficy2no44 37 5 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 37 6 original original JJ work_v44vkh6bzramngvcrficy2no44 37 7 formulation formulation NN work_v44vkh6bzramngvcrficy2no44 37 8 , , , work_v44vkh6bzramngvcrficy2no44 37 9 the the DT work_v44vkh6bzramngvcrficy2no44 37 10 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 37 11 approach approach NN work_v44vkh6bzramngvcrficy2no44 37 12 includes include VBZ work_v44vkh6bzramngvcrficy2no44 37 13 a a DT work_v44vkh6bzramngvcrficy2no44 37 14 basic basic JJ work_v44vkh6bzramngvcrficy2no44 37 15 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 37 16 model model NN work_v44vkh6bzramngvcrficy2no44 37 17 , , , work_v44vkh6bzramngvcrficy2no44 37 18 called call VBD work_v44vkh6bzramngvcrficy2no44 37 19 distor- distor- FW work_v44vkh6bzramngvcrficy2no44 37 20 tion tion NN work_v44vkh6bzramngvcrficy2no44 37 21 cost cost NN work_v44vkh6bzramngvcrficy2no44 37 22 , , , work_v44vkh6bzramngvcrficy2no44 37 23 that that WDT work_v44vkh6bzramngvcrficy2no44 37 24 exponentially exponentially RB work_v44vkh6bzramngvcrficy2no44 37 25 penalizes penalize VBZ work_v44vkh6bzramngvcrficy2no44 37 26 longer long JJR work_v44vkh6bzramngvcrficy2no44 37 27 jumps jump VBZ work_v44vkh6bzramngvcrficy2no44 37 28 among among IN work_v44vkh6bzramngvcrficy2no44 37 29 consecutively consecutively RB work_v44vkh6bzramngvcrficy2no44 37 30 translated translate VBN work_v44vkh6bzramngvcrficy2no44 37 31 phrases phrase NNS work_v44vkh6bzramngvcrficy2no44 37 32 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 37 33 f̃i!1 f̃i!1 NNP work_v44vkh6bzramngvcrficy2no44 37 34 , , , work_v44vkh6bzramngvcrficy2no44 37 35 f̃i f̃i NNP work_v44vkh6bzramngvcrficy2no44 37 36 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 37 37 : : : work_v44vkh6bzramngvcrficy2no44 37 38 d(f̃i!1 d(f̃i!1 NNP work_v44vkh6bzramngvcrficy2no44 37 39 , , , work_v44vkh6bzramngvcrficy2no44 37 40 f̃i f̃i NNP work_v44vkh6bzramngvcrficy2no44 37 41 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 37 42 = = NFP work_v44vkh6bzramngvcrficy2no44 37 43 e e NNP work_v44vkh6bzramngvcrficy2no44 37 44 ! ! . work_v44vkh6bzramngvcrficy2no44 37 45 |start(f̃i |start(f̃i CD work_v44vkh6bzramngvcrficy2no44 37 46 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 37 47 ! ! . work_v44vkh6bzramngvcrficy2no44 38 1 end(f̃i!1 end(f̃i!1 NNP work_v44vkh6bzramngvcrficy2no44 38 2 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 38 3 ! ! . work_v44vkh6bzramngvcrficy2no44 39 1 1| 1| CD work_v44vkh6bzramngvcrficy2no44 39 2 A a DT work_v44vkh6bzramngvcrficy2no44 39 3 number number NN work_v44vkh6bzramngvcrficy2no44 39 4 of of IN work_v44vkh6bzramngvcrficy2no44 39 5 more more RBR work_v44vkh6bzramngvcrficy2no44 39 6 sophisticated sophisticated JJ work_v44vkh6bzramngvcrficy2no44 39 7 solutions solution NNS work_v44vkh6bzramngvcrficy2no44 39 8 have have VBP work_v44vkh6bzramngvcrficy2no44 39 9 been be VBN work_v44vkh6bzramngvcrficy2no44 39 10 proposed propose VBN work_v44vkh6bzramngvcrficy2no44 39 11 to to TO work_v44vkh6bzramngvcrficy2no44 39 12 explicitly explicitly RB work_v44vkh6bzramngvcrficy2no44 39 13 model model VB work_v44vkh6bzramngvcrficy2no44 39 14 word word NN work_v44vkh6bzramngvcrficy2no44 39 15 reorder- reorder- NNP work_v44vkh6bzramngvcrficy2no44 39 16 ing ing NNP work_v44vkh6bzramngvcrficy2no44 39 17 during during IN work_v44vkh6bzramngvcrficy2no44 39 18 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 39 19 . . . work_v44vkh6bzramngvcrficy2no44 40 1 These these DT work_v44vkh6bzramngvcrficy2no44 40 2 can can MD work_v44vkh6bzramngvcrficy2no44 40 3 mostly mostly RB work_v44vkh6bzramngvcrficy2no44 40 4 be be VB work_v44vkh6bzramngvcrficy2no44 40 5 grouped group VBN work_v44vkh6bzramngvcrficy2no44 40 6 into into IN work_v44vkh6bzramngvcrficy2no44 40 7 three three CD work_v44vkh6bzramngvcrficy2no44 40 8 families family NNS work_v44vkh6bzramngvcrficy2no44 40 9 : : : work_v44vkh6bzramngvcrficy2no44 40 10 phrase phrase VB work_v44vkh6bzramngvcrficy2no44 40 11 orientation orientation NN work_v44vkh6bzramngvcrficy2no44 40 12 models model NNS work_v44vkh6bzramngvcrficy2no44 40 13 , , , work_v44vkh6bzramngvcrficy2no44 40 14 jump jump VB work_v44vkh6bzramngvcrficy2no44 40 15 models model NNS work_v44vkh6bzramngvcrficy2no44 40 16 and and CC work_v44vkh6bzramngvcrficy2no44 40 17 source source NN work_v44vkh6bzramngvcrficy2no44 40 18 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 40 19 sequence sequence NN work_v44vkh6bzramngvcrficy2no44 40 20 models model NNS work_v44vkh6bzramngvcrficy2no44 40 21 . . . work_v44vkh6bzramngvcrficy2no44 41 1 Phrase phrase NN work_v44vkh6bzramngvcrficy2no44 41 2 orientation orientation NN work_v44vkh6bzramngvcrficy2no44 41 3 models model NNS work_v44vkh6bzramngvcrficy2no44 41 4 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 41 5 Tillmann Tillmann NNP work_v44vkh6bzramngvcrficy2no44 41 6 , , , work_v44vkh6bzramngvcrficy2no44 41 7 2004 2004 CD work_v44vkh6bzramngvcrficy2no44 41 8 ; ; : work_v44vkh6bzramngvcrficy2no44 41 9 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 41 10 et et NNP work_v44vkh6bzramngvcrficy2no44 41 11 al al NNP work_v44vkh6bzramngvcrficy2no44 41 12 . . NNP work_v44vkh6bzramngvcrficy2no44 41 13 , , , work_v44vkh6bzramngvcrficy2no44 41 14 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 41 15 ; ; : work_v44vkh6bzramngvcrficy2no44 41 16 Zens Zens NNP work_v44vkh6bzramngvcrficy2no44 41 17 and and CC work_v44vkh6bzramngvcrficy2no44 41 18 Ney Ney NNP work_v44vkh6bzramngvcrficy2no44 41 19 , , , work_v44vkh6bzramngvcrficy2no44 41 20 2006 2006 CD work_v44vkh6bzramngvcrficy2no44 41 21 ; ; : work_v44vkh6bzramngvcrficy2no44 41 22 Galley Galley NNP work_v44vkh6bzramngvcrficy2no44 41 23 and and CC work_v44vkh6bzramngvcrficy2no44 41 24 Manning Manning NNP work_v44vkh6bzramngvcrficy2no44 41 25 , , , work_v44vkh6bzramngvcrficy2no44 41 26 2008 2008 CD work_v44vkh6bzramngvcrficy2no44 41 27 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 41 28 , , , work_v44vkh6bzramngvcrficy2no44 41 29 also also RB work_v44vkh6bzramngvcrficy2no44 41 30 known know VBN work_v44vkh6bzramngvcrficy2no44 41 31 as as IN work_v44vkh6bzramngvcrficy2no44 41 32 lexicalized lexicalize VBN work_v44vkh6bzramngvcrficy2no44 41 33 reorder- reorder- JJ work_v44vkh6bzramngvcrficy2no44 41 34 ing ing NN work_v44vkh6bzramngvcrficy2no44 41 35 models model NNS work_v44vkh6bzramngvcrficy2no44 41 36 , , , work_v44vkh6bzramngvcrficy2no44 41 37 predict predict VB work_v44vkh6bzramngvcrficy2no44 41 38 the the DT work_v44vkh6bzramngvcrficy2no44 41 39 orientation orientation NN work_v44vkh6bzramngvcrficy2no44 41 40 of of IN work_v44vkh6bzramngvcrficy2no44 41 41 a a DT work_v44vkh6bzramngvcrficy2no44 41 42 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 41 43 with with IN work_v44vkh6bzramngvcrficy2no44 41 44 respect respect NN work_v44vkh6bzramngvcrficy2no44 41 45 to to IN work_v44vkh6bzramngvcrficy2no44 41 46 the the DT work_v44vkh6bzramngvcrficy2no44 41 47 last last JJ work_v44vkh6bzramngvcrficy2no44 41 48 translated translate VBN work_v44vkh6bzramngvcrficy2no44 41 49 one one NN work_v44vkh6bzramngvcrficy2no44 41 50 , , , work_v44vkh6bzramngvcrficy2no44 41 51 by by IN work_v44vkh6bzramngvcrficy2no44 41 52 classifying classify VBG work_v44vkh6bzramngvcrficy2no44 41 53 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 41 54 as as IN work_v44vkh6bzramngvcrficy2no44 41 55 monotone monotone NN work_v44vkh6bzramngvcrficy2no44 41 56 , , , work_v44vkh6bzramngvcrficy2no44 41 57 swap swap NN work_v44vkh6bzramngvcrficy2no44 41 58 or or CC work_v44vkh6bzramngvcrficy2no44 41 59 discontinuous discontinuous JJ work_v44vkh6bzramngvcrficy2no44 41 60 . . . work_v44vkh6bzramngvcrficy2no44 42 1 These these DT work_v44vkh6bzramngvcrficy2no44 42 2 mod- mod- NN work_v44vkh6bzramngvcrficy2no44 42 3 els el NNS work_v44vkh6bzramngvcrficy2no44 42 4 have have VBP work_v44vkh6bzramngvcrficy2no44 42 5 proven prove VBN work_v44vkh6bzramngvcrficy2no44 42 6 very very RB work_v44vkh6bzramngvcrficy2no44 42 7 useful useful JJ work_v44vkh6bzramngvcrficy2no44 42 8 for for IN work_v44vkh6bzramngvcrficy2no44 42 9 short short JJ work_v44vkh6bzramngvcrficy2no44 42 10 and and CC work_v44vkh6bzramngvcrficy2no44 42 11 medium- medium- JJ work_v44vkh6bzramngvcrficy2no44 42 12 range range NN work_v44vkh6bzramngvcrficy2no44 42 13 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 42 14 and and CC work_v44vkh6bzramngvcrficy2no44 42 15 are be VBP work_v44vkh6bzramngvcrficy2no44 42 16 among among IN work_v44vkh6bzramngvcrficy2no44 42 17 the the DT work_v44vkh6bzramngvcrficy2no44 42 18 most most RBS work_v44vkh6bzramngvcrficy2no44 42 19 widely widely RB work_v44vkh6bzramngvcrficy2no44 42 20 used use VBN work_v44vkh6bzramngvcrficy2no44 42 21 in in IN work_v44vkh6bzramngvcrficy2no44 42 22 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 42 23 . . . work_v44vkh6bzramngvcrficy2no44 43 1 However however RB work_v44vkh6bzramngvcrficy2no44 43 2 , , , work_v44vkh6bzramngvcrficy2no44 43 3 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 43 4 coarse coarse JJ work_v44vkh6bzramngvcrficy2no44 43 5 classification classification NN work_v44vkh6bzramngvcrficy2no44 43 6 of of IN work_v44vkh6bzramngvcrficy2no44 43 7 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 43 8 steps step NNS work_v44vkh6bzramngvcrficy2no44 43 9 makes make VBZ work_v44vkh6bzramngvcrficy2no44 43 10 them -PRON- PRP work_v44vkh6bzramngvcrficy2no44 43 11 unsuitable unsuitable JJ work_v44vkh6bzramngvcrficy2no44 43 12 to to TO work_v44vkh6bzramngvcrficy2no44 43 13 predict predict VB work_v44vkh6bzramngvcrficy2no44 43 14 long long JJ work_v44vkh6bzramngvcrficy2no44 43 15 - - HYPH work_v44vkh6bzramngvcrficy2no44 43 16 range range NN work_v44vkh6bzramngvcrficy2no44 43 17 reorderings reordering NNS work_v44vkh6bzramngvcrficy2no44 43 18 . . . work_v44vkh6bzramngvcrficy2no44 44 1 Jump jump NN work_v44vkh6bzramngvcrficy2no44 44 2 models model NNS work_v44vkh6bzramngvcrficy2no44 44 3 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 44 4 Al Al NNP work_v44vkh6bzramngvcrficy2no44 44 5 - - HYPH work_v44vkh6bzramngvcrficy2no44 44 6 Onaizan Onaizan NNP work_v44vkh6bzramngvcrficy2no44 44 7 and and CC work_v44vkh6bzramngvcrficy2no44 44 8 Papineni Papineni NNP work_v44vkh6bzramngvcrficy2no44 44 9 , , , work_v44vkh6bzramngvcrficy2no44 44 10 2006 2006 CD work_v44vkh6bzramngvcrficy2no44 44 11 ; ; : work_v44vkh6bzramngvcrficy2no44 44 12 Green Green NNP work_v44vkh6bzramngvcrficy2no44 44 13 et et NNP work_v44vkh6bzramngvcrficy2no44 44 14 al al NNP work_v44vkh6bzramngvcrficy2no44 44 15 . . NNP work_v44vkh6bzramngvcrficy2no44 44 16 , , , work_v44vkh6bzramngvcrficy2no44 44 17 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 44 18 ; ; : work_v44vkh6bzramngvcrficy2no44 44 19 Yahyaei Yahyaei NNP work_v44vkh6bzramngvcrficy2no44 44 20 and and CC work_v44vkh6bzramngvcrficy2no44 44 21 Monz Monz NNP work_v44vkh6bzramngvcrficy2no44 44 22 , , , work_v44vkh6bzramngvcrficy2no44 44 23 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 44 24 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 44 25 predict predict VBP work_v44vkh6bzramngvcrficy2no44 44 26 the the DT work_v44vkh6bzramngvcrficy2no44 44 27 direction direction NN work_v44vkh6bzramngvcrficy2no44 44 28 and and CC work_v44vkh6bzramngvcrficy2no44 44 29 length length NN work_v44vkh6bzramngvcrficy2no44 44 30 of of IN work_v44vkh6bzramngvcrficy2no44 44 31 a a DT work_v44vkh6bzramngvcrficy2no44 44 32 jump jump NN work_v44vkh6bzramngvcrficy2no44 44 33 to to TO work_v44vkh6bzramngvcrficy2no44 44 34 perform perform VB work_v44vkh6bzramngvcrficy2no44 44 35 after after IN work_v44vkh6bzramngvcrficy2no44 44 36 a a DT work_v44vkh6bzramngvcrficy2no44 44 37 given give VBN work_v44vkh6bzramngvcrficy2no44 44 38 input input NN work_v44vkh6bzramngvcrficy2no44 44 39 word2 word2 NN work_v44vkh6bzramngvcrficy2no44 44 40 . . . work_v44vkh6bzramngvcrficy2no44 45 1 Both both DT work_v44vkh6bzramngvcrficy2no44 45 2 these these DT work_v44vkh6bzramngvcrficy2no44 45 3 works work NNS work_v44vkh6bzramngvcrficy2no44 45 4 achieve achieve VBP work_v44vkh6bzramngvcrficy2no44 45 5 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 45 6 best good JJS work_v44vkh6bzramngvcrficy2no44 45 7 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 45 8 - - HYPH work_v44vkh6bzramngvcrficy2no44 45 9 English english JJ work_v44vkh6bzramngvcrficy2no44 45 10 results result NNS work_v44vkh6bzramngvcrficy2no44 45 11 within within IN work_v44vkh6bzramngvcrficy2no44 45 12 a a DT work_v44vkh6bzramngvcrficy2no44 45 13 rather rather RB work_v44vkh6bzramngvcrficy2no44 45 14 small small JJ work_v44vkh6bzramngvcrficy2no44 45 15 DL dl NN work_v44vkh6bzramngvcrficy2no44 45 16 : : : work_v44vkh6bzramngvcrficy2no44 45 17 namely namely RB work_v44vkh6bzramngvcrficy2no44 45 18 , , , work_v44vkh6bzramngvcrficy2no44 45 19 8 8 CD work_v44vkh6bzramngvcrficy2no44 45 20 in in IN work_v44vkh6bzramngvcrficy2no44 45 21 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 45 22 Al Al NNP work_v44vkh6bzramngvcrficy2no44 45 23 - - HYPH work_v44vkh6bzramngvcrficy2no44 45 24 Onaizan Onaizan NNP work_v44vkh6bzramngvcrficy2no44 45 25 and and CC work_v44vkh6bzramngvcrficy2no44 45 26 Papineni Papineni NNP work_v44vkh6bzramngvcrficy2no44 45 27 , , , work_v44vkh6bzramngvcrficy2no44 45 28 2006 2006 CD work_v44vkh6bzramngvcrficy2no44 45 29 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 45 30 and and CC work_v44vkh6bzramngvcrficy2no44 45 31 5 5 CD work_v44vkh6bzramngvcrficy2no44 45 32 in in IN work_v44vkh6bzramngvcrficy2no44 45 33 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 45 34 Green Green NNP work_v44vkh6bzramngvcrficy2no44 45 35 et et FW work_v44vkh6bzramngvcrficy2no44 45 36 al al NNP work_v44vkh6bzramngvcrficy2no44 45 37 . . NNP work_v44vkh6bzramngvcrficy2no44 45 38 , , , work_v44vkh6bzramngvcrficy2no44 45 39 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 45 40 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 45 41 , , , work_v44vkh6bzramngvcrficy2no44 45 42 thus thus RB work_v44vkh6bzramngvcrficy2no44 45 43 failing fail VBG work_v44vkh6bzramngvcrficy2no44 45 44 to to TO work_v44vkh6bzramngvcrficy2no44 45 45 capture capture VB work_v44vkh6bzramngvcrficy2no44 45 46 the the DT work_v44vkh6bzramngvcrficy2no44 45 47 rare rare JJ work_v44vkh6bzramngvcrficy2no44 45 48 but but CC work_v44vkh6bzramngvcrficy2no44 45 49 crucial crucial JJ work_v44vkh6bzramngvcrficy2no44 45 50 long long JJ work_v44vkh6bzramngvcrficy2no44 45 51 reorderings reordering NNS work_v44vkh6bzramngvcrficy2no44 45 52 that that WDT work_v44vkh6bzramngvcrficy2no44 45 53 were be VBD work_v44vkh6bzramngvcrficy2no44 45 54 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 45 55 main main JJ work_v44vkh6bzramngvcrficy2no44 45 56 motivation motivation NN work_v44vkh6bzramngvcrficy2no44 45 57 . . . work_v44vkh6bzramngvcrficy2no44 46 1 A a DT work_v44vkh6bzramngvcrficy2no44 46 2 drawback drawback NN work_v44vkh6bzramngvcrficy2no44 46 3 of of IN work_v44vkh6bzramngvcrficy2no44 46 4 this this DT work_v44vkh6bzramngvcrficy2no44 46 5 approach approach NN work_v44vkh6bzramngvcrficy2no44 46 6 is be VBZ work_v44vkh6bzramngvcrficy2no44 46 7 that that IN work_v44vkh6bzramngvcrficy2no44 46 8 long long JJ work_v44vkh6bzramngvcrficy2no44 46 9 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 46 10 are be VBP work_v44vkh6bzramngvcrficy2no44 46 11 typically typically RB work_v44vkh6bzramngvcrficy2no44 46 12 penalized penalize VBN work_v44vkh6bzramngvcrficy2no44 46 13 because because IN work_v44vkh6bzramngvcrficy2no44 46 14 of of IN work_v44vkh6bzramngvcrficy2no44 46 15 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 46 16 low low JJ work_v44vkh6bzramngvcrficy2no44 46 17 frequency frequency NN work_v44vkh6bzramngvcrficy2no44 46 18 compared compare VBN work_v44vkh6bzramngvcrficy2no44 46 19 to to IN work_v44vkh6bzramngvcrficy2no44 46 20 short short JJ work_v44vkh6bzramngvcrficy2no44 46 21 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 46 22 . . . work_v44vkh6bzramngvcrficy2no44 47 1 This this DT work_v44vkh6bzramngvcrficy2no44 47 2 strong strong JJ work_v44vkh6bzramngvcrficy2no44 47 3 bias bias NN work_v44vkh6bzramngvcrficy2no44 47 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 47 5 undesirable undesirable JJ work_v44vkh6bzramngvcrficy2no44 47 6 , , , work_v44vkh6bzramngvcrficy2no44 47 7 given give VBN work_v44vkh6bzramngvcrficy2no44 47 8 that that IN work_v44vkh6bzramngvcrficy2no44 47 9 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 47 10 are be VBP work_v44vkh6bzramngvcrficy2no44 47 11 especially especially RB work_v44vkh6bzramngvcrficy2no44 47 12 in- in- RB work_v44vkh6bzramngvcrficy2no44 47 13 terested terested JJ work_v44vkh6bzramngvcrficy2no44 47 14 in in IN work_v44vkh6bzramngvcrficy2no44 47 15 detecting detect VBG work_v44vkh6bzramngvcrficy2no44 47 16 probable probable JJ work_v44vkh6bzramngvcrficy2no44 47 17 long long JJ work_v44vkh6bzramngvcrficy2no44 47 18 reorderings reordering NNS work_v44vkh6bzramngvcrficy2no44 47 19 . . . work_v44vkh6bzramngvcrficy2no44 48 1 Source source NN work_v44vkh6bzramngvcrficy2no44 48 2 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 48 3 sequence sequence NN work_v44vkh6bzramngvcrficy2no44 48 4 models model NNS work_v44vkh6bzramngvcrficy2no44 48 5 predict predict VBP work_v44vkh6bzramngvcrficy2no44 48 6 which which WDT work_v44vkh6bzramngvcrficy2no44 48 7 input input NN work_v44vkh6bzramngvcrficy2no44 48 8 word word NN work_v44vkh6bzramngvcrficy2no44 48 9 is be VBZ work_v44vkh6bzramngvcrficy2no44 48 10 likely likely JJ work_v44vkh6bzramngvcrficy2no44 48 11 to to TO work_v44vkh6bzramngvcrficy2no44 48 12 be be VB work_v44vkh6bzramngvcrficy2no44 48 13 translated translate VBN work_v44vkh6bzramngvcrficy2no44 48 14 at at IN work_v44vkh6bzramngvcrficy2no44 48 15 a a DT work_v44vkh6bzramngvcrficy2no44 48 16 given give VBN work_v44vkh6bzramngvcrficy2no44 48 17 state state NN work_v44vkh6bzramngvcrficy2no44 48 18 of of IN work_v44vkh6bzramngvcrficy2no44 48 19 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 48 20 . . . work_v44vkh6bzramngvcrficy2no44 49 1 For for IN work_v44vkh6bzramngvcrficy2no44 49 2 instance instance NN work_v44vkh6bzramngvcrficy2no44 49 3 , , , work_v44vkh6bzramngvcrficy2no44 49 4 reordered reorder VBN work_v44vkh6bzramngvcrficy2no44 49 5 source source NN work_v44vkh6bzramngvcrficy2no44 49 6 lan- lan- NN work_v44vkh6bzramngvcrficy2no44 49 7 guage guage NN work_v44vkh6bzramngvcrficy2no44 49 8 models model NNS work_v44vkh6bzramngvcrficy2no44 49 9 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 49 10 Feng Feng NNP work_v44vkh6bzramngvcrficy2no44 49 11 et et FW work_v44vkh6bzramngvcrficy2no44 49 12 al al NNP work_v44vkh6bzramngvcrficy2no44 49 13 . . NNP work_v44vkh6bzramngvcrficy2no44 49 14 , , , work_v44vkh6bzramngvcrficy2no44 49 15 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 49 16 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 49 17 are be VBP work_v44vkh6bzramngvcrficy2no44 49 18 smoothed smooth VBN work_v44vkh6bzramngvcrficy2no44 49 19 n- n- PRP work_v44vkh6bzramngvcrficy2no44 49 20 gram gram NN work_v44vkh6bzramngvcrficy2no44 49 21 models model NNS work_v44vkh6bzramngvcrficy2no44 49 22 trained train VBN work_v44vkh6bzramngvcrficy2no44 49 23 on on IN work_v44vkh6bzramngvcrficy2no44 49 24 a a DT work_v44vkh6bzramngvcrficy2no44 49 25 corpus corpus NN work_v44vkh6bzramngvcrficy2no44 49 26 of of IN work_v44vkh6bzramngvcrficy2no44 49 27 source source NN work_v44vkh6bzramngvcrficy2no44 49 28 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 49 29 reordered reorder VBN work_v44vkh6bzramngvcrficy2no44 49 30 to to TO work_v44vkh6bzramngvcrficy2no44 49 31 match match VB work_v44vkh6bzramngvcrficy2no44 49 32 the the DT work_v44vkh6bzramngvcrficy2no44 49 33 target target NN work_v44vkh6bzramngvcrficy2no44 49 34 word word NN work_v44vkh6bzramngvcrficy2no44 49 35 order order NN work_v44vkh6bzramngvcrficy2no44 49 36 . . . work_v44vkh6bzramngvcrficy2no44 50 1 When when WRB work_v44vkh6bzramngvcrficy2no44 50 2 inte- inte- NNP work_v44vkh6bzramngvcrficy2no44 50 3 grated grate VBD work_v44vkh6bzramngvcrficy2no44 50 4 into into IN work_v44vkh6bzramngvcrficy2no44 50 5 the the DT work_v44vkh6bzramngvcrficy2no44 50 6 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 50 7 system system NN work_v44vkh6bzramngvcrficy2no44 50 8 , , , work_v44vkh6bzramngvcrficy2no44 50 9 they -PRON- PRP work_v44vkh6bzramngvcrficy2no44 50 10 assign assign VBP work_v44vkh6bzramngvcrficy2no44 50 11 a a DT work_v44vkh6bzramngvcrficy2no44 50 12 probabil- probabil- JJ work_v44vkh6bzramngvcrficy2no44 50 13 ity ity NN work_v44vkh6bzramngvcrficy2no44 50 14 to to IN work_v44vkh6bzramngvcrficy2no44 50 15 each each DT work_v44vkh6bzramngvcrficy2no44 50 16 newly newly RB work_v44vkh6bzramngvcrficy2no44 50 17 translated translate VBN work_v44vkh6bzramngvcrficy2no44 50 18 word word NN work_v44vkh6bzramngvcrficy2no44 50 19 given give VBN work_v44vkh6bzramngvcrficy2no44 50 20 the the DT work_v44vkh6bzramngvcrficy2no44 50 21 n-1 n-1 NNP work_v44vkh6bzramngvcrficy2no44 50 22 pre- pre- NN work_v44vkh6bzramngvcrficy2no44 50 23 viously viously RB work_v44vkh6bzramngvcrficy2no44 50 24 translated translate VBN work_v44vkh6bzramngvcrficy2no44 50 25 words word NNS work_v44vkh6bzramngvcrficy2no44 50 26 . . . work_v44vkh6bzramngvcrficy2no44 51 1 Finally finally RB work_v44vkh6bzramngvcrficy2no44 51 2 , , , work_v44vkh6bzramngvcrficy2no44 51 3 source source NN work_v44vkh6bzramngvcrficy2no44 51 4 word word NN work_v44vkh6bzramngvcrficy2no44 51 5 pair pair NN work_v44vkh6bzramngvcrficy2no44 51 6 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 51 7 models model NNS work_v44vkh6bzramngvcrficy2no44 51 8 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 51 9 Visweswariah Visweswariah NNP work_v44vkh6bzramngvcrficy2no44 51 10 et et FW work_v44vkh6bzramngvcrficy2no44 51 11 al al NNP work_v44vkh6bzramngvcrficy2no44 51 12 . . NNP work_v44vkh6bzramngvcrficy2no44 51 13 , , , work_v44vkh6bzramngvcrficy2no44 51 14 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 51 15 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 51 16 esti- esti- NNP work_v44vkh6bzramngvcrficy2no44 51 17 mate mate NNP work_v44vkh6bzramngvcrficy2no44 51 18 , , , work_v44vkh6bzramngvcrficy2no44 51 19 for for IN work_v44vkh6bzramngvcrficy2no44 51 20 each each DT work_v44vkh6bzramngvcrficy2no44 51 21 pair pair NN work_v44vkh6bzramngvcrficy2no44 51 22 of of IN work_v44vkh6bzramngvcrficy2no44 51 23 input input NN work_v44vkh6bzramngvcrficy2no44 51 24 words word NNS work_v44vkh6bzramngvcrficy2no44 51 25 i i PRP work_v44vkh6bzramngvcrficy2no44 51 26 and and CC work_v44vkh6bzramngvcrficy2no44 51 27 j j NNP work_v44vkh6bzramngvcrficy2no44 51 28 , , , work_v44vkh6bzramngvcrficy2no44 51 29 the the DT work_v44vkh6bzramngvcrficy2no44 51 30 cost cost NN work_v44vkh6bzramngvcrficy2no44 51 31 of of IN work_v44vkh6bzramngvcrficy2no44 51 32 translating translate VBG work_v44vkh6bzramngvcrficy2no44 51 33 j j UH work_v44vkh6bzramngvcrficy2no44 51 34 right right RB work_v44vkh6bzramngvcrficy2no44 51 35 after after IN work_v44vkh6bzramngvcrficy2no44 51 36 i i PRP work_v44vkh6bzramngvcrficy2no44 51 37 given give VBD work_v44vkh6bzramngvcrficy2no44 51 38 various various JJ work_v44vkh6bzramngvcrficy2no44 51 39 features feature NNS work_v44vkh6bzramngvcrficy2no44 51 40 of of IN work_v44vkh6bzramngvcrficy2no44 51 41 i i PRP work_v44vkh6bzramngvcrficy2no44 51 42 , , , work_v44vkh6bzramngvcrficy2no44 51 43 j j NNP work_v44vkh6bzramngvcrficy2no44 51 44 and and CC work_v44vkh6bzramngvcrficy2no44 51 45 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 51 46 respective respective JJ work_v44vkh6bzramngvcrficy2no44 51 47 contexts contexts NN work_v44vkh6bzramngvcrficy2no44 51 48 . . . work_v44vkh6bzramngvcrficy2no44 52 1 Differently differently RB work_v44vkh6bzramngvcrficy2no44 52 2 from from IN work_v44vkh6bzramngvcrficy2no44 52 3 reordered reorder VBN work_v44vkh6bzramngvcrficy2no44 52 4 source source NN work_v44vkh6bzramngvcrficy2no44 52 5 LMs lm VBZ work_v44vkh6bzramngvcrficy2no44 52 6 , , , work_v44vkh6bzramngvcrficy2no44 52 7 these these DT work_v44vkh6bzramngvcrficy2no44 52 8 models model NNS work_v44vkh6bzramngvcrficy2no44 52 9 are be VBP work_v44vkh6bzramngvcrficy2no44 52 10 discrimina- discrimina- NNP work_v44vkh6bzramngvcrficy2no44 52 11 tive tive JJ work_v44vkh6bzramngvcrficy2no44 52 12 and and CC work_v44vkh6bzramngvcrficy2no44 52 13 can can MD work_v44vkh6bzramngvcrficy2no44 52 14 profit profit VB work_v44vkh6bzramngvcrficy2no44 52 15 from from IN work_v44vkh6bzramngvcrficy2no44 52 16 richer rich JJR work_v44vkh6bzramngvcrficy2no44 52 17 feature feature NN work_v44vkh6bzramngvcrficy2no44 52 18 sets set NNS work_v44vkh6bzramngvcrficy2no44 52 19 . . . work_v44vkh6bzramngvcrficy2no44 53 1 At at IN work_v44vkh6bzramngvcrficy2no44 53 2 the the DT work_v44vkh6bzramngvcrficy2no44 53 3 same same JJ work_v44vkh6bzramngvcrficy2no44 53 4 time time NN work_v44vkh6bzramngvcrficy2no44 53 5 , , , work_v44vkh6bzramngvcrficy2no44 53 6 they -PRON- PRP work_v44vkh6bzramngvcrficy2no44 53 7 do do VBP work_v44vkh6bzramngvcrficy2no44 53 8 not not RB work_v44vkh6bzramngvcrficy2no44 53 9 employ employ VB work_v44vkh6bzramngvcrficy2no44 53 10 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 53 11 history- history- NNP work_v44vkh6bzramngvcrficy2no44 53 12 based base VBN work_v44vkh6bzramngvcrficy2no44 53 13 features feature NNS work_v44vkh6bzramngvcrficy2no44 53 14 , , , work_v44vkh6bzramngvcrficy2no44 53 15 which which WDT work_v44vkh6bzramngvcrficy2no44 53 16 allows allow VBZ work_v44vkh6bzramngvcrficy2no44 53 17 for for IN work_v44vkh6bzramngvcrficy2no44 53 18 more more JJR work_v44vkh6bzramngvcrficy2no44 53 19 effective effective JJ work_v44vkh6bzramngvcrficy2no44 53 20 hy- hy- JJ work_v44vkh6bzramngvcrficy2no44 53 21 2In 2In NNS work_v44vkh6bzramngvcrficy2no44 53 22 this this DT work_v44vkh6bzramngvcrficy2no44 53 23 paper paper NN work_v44vkh6bzramngvcrficy2no44 53 24 , , , work_v44vkh6bzramngvcrficy2no44 53 25 input input NN work_v44vkh6bzramngvcrficy2no44 53 26 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 53 27 or or CC work_v44vkh6bzramngvcrficy2no44 53 28 source source NN work_v44vkh6bzramngvcrficy2no44 53 29 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 53 30 word word NN work_v44vkh6bzramngvcrficy2no44 53 31 denotes denote VBZ work_v44vkh6bzramngvcrficy2no44 53 32 the the DT work_v44vkh6bzramngvcrficy2no44 53 33 word word NN work_v44vkh6bzramngvcrficy2no44 53 34 at at IN work_v44vkh6bzramngvcrficy2no44 53 35 a a DT work_v44vkh6bzramngvcrficy2no44 53 36 given give VBN work_v44vkh6bzramngvcrficy2no44 53 37 position position NN work_v44vkh6bzramngvcrficy2no44 53 38 of of IN work_v44vkh6bzramngvcrficy2no44 53 39 the the DT work_v44vkh6bzramngvcrficy2no44 53 40 input input NN work_v44vkh6bzramngvcrficy2no44 53 41 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 53 42 , , , work_v44vkh6bzramngvcrficy2no44 53 43 rather rather RB work_v44vkh6bzramngvcrficy2no44 53 44 than than IN work_v44vkh6bzramngvcrficy2no44 53 45 a a DT work_v44vkh6bzramngvcrficy2no44 53 46 word word NN work_v44vkh6bzramngvcrficy2no44 53 47 type type NN work_v44vkh6bzramngvcrficy2no44 53 48 . . . work_v44vkh6bzramngvcrficy2no44 54 1 328 328 CD work_v44vkh6bzramngvcrficy2no44 54 2 pothesis pothesis NN work_v44vkh6bzramngvcrficy2no44 54 3 recombination recombination NN work_v44vkh6bzramngvcrficy2no44 54 4 . . . work_v44vkh6bzramngvcrficy2no44 55 1 The the DT work_v44vkh6bzramngvcrficy2no44 55 2 model model NN work_v44vkh6bzramngvcrficy2no44 55 3 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 55 4 are be VBP work_v44vkh6bzramngvcrficy2no44 55 5 going go VBG work_v44vkh6bzramngvcrficy2no44 55 6 to to TO work_v44vkh6bzramngvcrficy2no44 55 7 present present VB work_v44vkh6bzramngvcrficy2no44 55 8 belongs belong VBZ work_v44vkh6bzramngvcrficy2no44 55 9 to to IN work_v44vkh6bzramngvcrficy2no44 55 10 this this DT work_v44vkh6bzramngvcrficy2no44 55 11 last last JJ work_v44vkh6bzramngvcrficy2no44 55 12 sub sub NN work_v44vkh6bzramngvcrficy2no44 55 13 - - NN work_v44vkh6bzramngvcrficy2no44 55 14 group group NN work_v44vkh6bzramngvcrficy2no44 55 15 , , , work_v44vkh6bzramngvcrficy2no44 55 16 which which WDT work_v44vkh6bzramngvcrficy2no44 55 17 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 55 18 find find VBP work_v44vkh6bzramngvcrficy2no44 55 19 especially especially RB work_v44vkh6bzramngvcrficy2no44 55 20 suitable suitable JJ work_v44vkh6bzramngvcrficy2no44 55 21 to to TO work_v44vkh6bzramngvcrficy2no44 55 22 predict predict VB work_v44vkh6bzramngvcrficy2no44 55 23 long long JJ work_v44vkh6bzramngvcrficy2no44 55 24 reorderings reordering NNS work_v44vkh6bzramngvcrficy2no44 55 25 . . . work_v44vkh6bzramngvcrficy2no44 56 1 2.2 2.2 CD work_v44vkh6bzramngvcrficy2no44 56 2 Reordering Reordering NNP work_v44vkh6bzramngvcrficy2no44 56 3 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 56 4 The the DT work_v44vkh6bzramngvcrficy2no44 56 5 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 56 6 constraint constraint NN work_v44vkh6bzramngvcrficy2no44 56 7 originally originally RB work_v44vkh6bzramngvcrficy2no44 56 8 included include VBN work_v44vkh6bzramngvcrficy2no44 56 9 in in IN work_v44vkh6bzramngvcrficy2no44 56 10 the the DT work_v44vkh6bzramngvcrficy2no44 56 11 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 56 12 framework framework NN work_v44vkh6bzramngvcrficy2no44 56 13 and and CC work_v44vkh6bzramngvcrficy2no44 56 14 implemented implement VBD work_v44vkh6bzramngvcrficy2no44 56 15 in in IN work_v44vkh6bzramngvcrficy2no44 56 16 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 56 17 reference reference NN work_v44vkh6bzramngvcrficy2no44 56 18 toolkit toolkit NNS work_v44vkh6bzramngvcrficy2no44 56 19 , , , work_v44vkh6bzramngvcrficy2no44 56 20 Moses Moses NNP work_v44vkh6bzramngvcrficy2no44 56 21 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 56 22 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 56 23 et et NNP work_v44vkh6bzramngvcrficy2no44 56 24 al al NNP work_v44vkh6bzramngvcrficy2no44 56 25 . . NNP work_v44vkh6bzramngvcrficy2no44 56 26 , , , work_v44vkh6bzramngvcrficy2no44 56 27 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 56 28 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 56 29 , , , work_v44vkh6bzramngvcrficy2no44 56 30 is be VBZ work_v44vkh6bzramngvcrficy2no44 56 31 called call VBN work_v44vkh6bzramngvcrficy2no44 56 32 dis- dis- RP work_v44vkh6bzramngvcrficy2no44 56 33 tortion tortion NN work_v44vkh6bzramngvcrficy2no44 56 34 limit limit NN work_v44vkh6bzramngvcrficy2no44 56 35 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 56 36 DL DL NNP work_v44vkh6bzramngvcrficy2no44 56 37 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 56 38 . . . work_v44vkh6bzramngvcrficy2no44 57 1 This this DT work_v44vkh6bzramngvcrficy2no44 57 2 consists consist VBZ work_v44vkh6bzramngvcrficy2no44 57 3 in in IN work_v44vkh6bzramngvcrficy2no44 57 4 allowing allow VBG work_v44vkh6bzramngvcrficy2no44 57 5 the the DT work_v44vkh6bzramngvcrficy2no44 57 6 de- de- NN work_v44vkh6bzramngvcrficy2no44 57 7 coder coder NN work_v44vkh6bzramngvcrficy2no44 57 8 to to IN work_v44vkh6bzramngvcrficy2no44 57 9 skip skip NNP work_v44vkh6bzramngvcrficy2no44 57 10 , , , work_v44vkh6bzramngvcrficy2no44 57 11 or or CC work_v44vkh6bzramngvcrficy2no44 57 12 jump jump VB work_v44vkh6bzramngvcrficy2no44 57 13 , , , work_v44vkh6bzramngvcrficy2no44 57 14 at at IN work_v44vkh6bzramngvcrficy2no44 57 15 most most JJS work_v44vkh6bzramngvcrficy2no44 57 16 k k NN work_v44vkh6bzramngvcrficy2no44 57 17 words word NNS work_v44vkh6bzramngvcrficy2no44 57 18 from from IN work_v44vkh6bzramngvcrficy2no44 57 19 the the DT work_v44vkh6bzramngvcrficy2no44 57 20 last last JJ work_v44vkh6bzramngvcrficy2no44 57 21 translated translate VBN work_v44vkh6bzramngvcrficy2no44 57 22 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 57 23 to to IN work_v44vkh6bzramngvcrficy2no44 57 24 the the DT work_v44vkh6bzramngvcrficy2no44 57 25 next next JJ work_v44vkh6bzramngvcrficy2no44 57 26 one one CD work_v44vkh6bzramngvcrficy2no44 57 27 . . . work_v44vkh6bzramngvcrficy2no44 58 1 More more RBR work_v44vkh6bzramngvcrficy2no44 58 2 precisely precisely RB work_v44vkh6bzramngvcrficy2no44 58 3 , , , work_v44vkh6bzramngvcrficy2no44 58 4 the the DT work_v44vkh6bzramngvcrficy2no44 58 5 limit limit NN work_v44vkh6bzramngvcrficy2no44 58 6 is be VBZ work_v44vkh6bzramngvcrficy2no44 58 7 imposed impose VBN work_v44vkh6bzramngvcrficy2no44 58 8 on on IN work_v44vkh6bzramngvcrficy2no44 58 9 the the DT work_v44vkh6bzramngvcrficy2no44 58 10 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 58 11 D d NN work_v44vkh6bzramngvcrficy2no44 58 12 between between IN work_v44vkh6bzramngvcrficy2no44 58 13 consec- consec- NNP work_v44vkh6bzramngvcrficy2no44 58 14 utively utively RB work_v44vkh6bzramngvcrficy2no44 58 15 translated translate VBN work_v44vkh6bzramngvcrficy2no44 58 16 phrases phrase NNS work_v44vkh6bzramngvcrficy2no44 58 17 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 58 18 f̃i!1 f̃i!1 NNP work_v44vkh6bzramngvcrficy2no44 58 19 , , , work_v44vkh6bzramngvcrficy2no44 58 20 f̃i f̃i NNP work_v44vkh6bzramngvcrficy2no44 58 21 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 58 22 : : : work_v44vkh6bzramngvcrficy2no44 58 23 D(f̃i!1 D(f̃i!1 NNP work_v44vkh6bzramngvcrficy2no44 58 24 , , , work_v44vkh6bzramngvcrficy2no44 58 25 f̃i f̃i NNP work_v44vkh6bzramngvcrficy2no44 58 26 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 58 27 = = NFP work_v44vkh6bzramngvcrficy2no44 58 28 ! ! . work_v44vkh6bzramngvcrficy2no44 58 29 ! ! . work_v44vkh6bzramngvcrficy2no44 59 1 ! ! . work_v44vkh6bzramngvcrficy2no44 59 2 start(f̃i start(f̃i NNP work_v44vkh6bzramngvcrficy2no44 59 3 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 59 4 ! ! . work_v44vkh6bzramngvcrficy2no44 60 1 end(f̃i!1 end(f̃i!1 NNP work_v44vkh6bzramngvcrficy2no44 60 2 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 60 3 ! ! . work_v44vkh6bzramngvcrficy2no44 61 1 1 1 LS work_v44vkh6bzramngvcrficy2no44 61 2 ! ! . work_v44vkh6bzramngvcrficy2no44 61 3 ! ! . work_v44vkh6bzramngvcrficy2no44 61 4 ! ! . work_v44vkh6bzramngvcrficy2no44 61 5 " " '' work_v44vkh6bzramngvcrficy2no44 62 1 DL DL NNP work_v44vkh6bzramngvcrficy2no44 62 2 Limiting limit VBG work_v44vkh6bzramngvcrficy2no44 62 3 the the DT work_v44vkh6bzramngvcrficy2no44 62 4 input input NN work_v44vkh6bzramngvcrficy2no44 62 5 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 62 6 space space NN work_v44vkh6bzramngvcrficy2no44 62 7 is be VBZ work_v44vkh6bzramngvcrficy2no44 62 8 necessary necessary JJ work_v44vkh6bzramngvcrficy2no44 62 9 for for IN work_v44vkh6bzramngvcrficy2no44 62 10 beam beam NN work_v44vkh6bzramngvcrficy2no44 62 11 - - HYPH work_v44vkh6bzramngvcrficy2no44 62 12 search search NN work_v44vkh6bzramngvcrficy2no44 62 13 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 62 14 decoders decoder VBZ work_v44vkh6bzramngvcrficy2no44 62 15 to to TO work_v44vkh6bzramngvcrficy2no44 62 16 function function VB work_v44vkh6bzramngvcrficy2no44 62 17 in in IN work_v44vkh6bzramngvcrficy2no44 62 18 lin- lin- XX work_v44vkh6bzramngvcrficy2no44 62 19 ear ear XX work_v44vkh6bzramngvcrficy2no44 62 20 time time NN work_v44vkh6bzramngvcrficy2no44 62 21 . . . work_v44vkh6bzramngvcrficy2no44 63 1 Reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 63 2 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 63 3 are be VBP work_v44vkh6bzramngvcrficy2no44 63 4 also also RB work_v44vkh6bzramngvcrficy2no44 63 5 important important JJ work_v44vkh6bzramngvcrficy2no44 63 6 for for IN work_v44vkh6bzramngvcrficy2no44 63 7 translation translation NN work_v44vkh6bzramngvcrficy2no44 63 8 quality quality NN work_v44vkh6bzramngvcrficy2no44 63 9 because because IN work_v44vkh6bzramngvcrficy2no44 63 10 the the DT work_v44vkh6bzramngvcrficy2no44 63 11 existing exist VBG work_v44vkh6bzramngvcrficy2no44 63 12 models model NNS work_v44vkh6bzramngvcrficy2no44 63 13 are be VBP work_v44vkh6bzramngvcrficy2no44 63 14 typically typically RB work_v44vkh6bzramngvcrficy2no44 63 15 not not RB work_v44vkh6bzramngvcrficy2no44 63 16 discriminative discriminative JJ work_v44vkh6bzramngvcrficy2no44 63 17 enough enough RB work_v44vkh6bzramngvcrficy2no44 63 18 to to TO work_v44vkh6bzramngvcrficy2no44 63 19 guide guide VB work_v44vkh6bzramngvcrficy2no44 63 20 the the DT work_v44vkh6bzramngvcrficy2no44 63 21 search search NN work_v44vkh6bzramngvcrficy2no44 63 22 over over IN work_v44vkh6bzramngvcrficy2no44 63 23 very very RB work_v44vkh6bzramngvcrficy2no44 63 24 large large JJ work_v44vkh6bzramngvcrficy2no44 63 25 sets set NNS work_v44vkh6bzramngvcrficy2no44 63 26 of of IN work_v44vkh6bzramngvcrficy2no44 63 27 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 63 28 hypotheses hypothesis NNS work_v44vkh6bzramngvcrficy2no44 63 29 . . . work_v44vkh6bzramngvcrficy2no44 64 1 Despite despite IN work_v44vkh6bzramngvcrficy2no44 64 2 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 64 3 crucial crucial JJ work_v44vkh6bzramngvcrficy2no44 64 4 effects effect NNS work_v44vkh6bzramngvcrficy2no44 64 5 on on IN work_v44vkh6bzramngvcrficy2no44 64 6 the the DT work_v44vkh6bzramngvcrficy2no44 64 7 complexity complexity NN work_v44vkh6bzramngvcrficy2no44 64 8 of of IN work_v44vkh6bzramngvcrficy2no44 64 9 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 64 10 modeling modeling NN work_v44vkh6bzramngvcrficy2no44 64 11 , , , work_v44vkh6bzramngvcrficy2no44 64 12 though though RB work_v44vkh6bzramngvcrficy2no44 64 13 , , , work_v44vkh6bzramngvcrficy2no44 64 14 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 64 15 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 64 16 have have VBP work_v44vkh6bzramngvcrficy2no44 64 17 drawn draw VBN work_v44vkh6bzramngvcrficy2no44 64 18 less less JJR work_v44vkh6bzramngvcrficy2no44 64 19 attention attention NN work_v44vkh6bzramngvcrficy2no44 64 20 in in IN work_v44vkh6bzramngvcrficy2no44 64 21 the the DT work_v44vkh6bzramngvcrficy2no44 64 22 literature literature NN work_v44vkh6bzramngvcrficy2no44 64 23 . . . work_v44vkh6bzramngvcrficy2no44 65 1 The the DT work_v44vkh6bzramngvcrficy2no44 65 2 ex- ex- JJ work_v44vkh6bzramngvcrficy2no44 65 3 isting iste VBG work_v44vkh6bzramngvcrficy2no44 65 4 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 65 5 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 65 6 are be VBP work_v44vkh6bzramngvcrficy2no44 65 7 typically typically RB work_v44vkh6bzramngvcrficy2no44 65 8 based base VBN work_v44vkh6bzramngvcrficy2no44 65 9 on on IN work_v44vkh6bzramngvcrficy2no44 65 10 word word NN work_v44vkh6bzramngvcrficy2no44 65 11 - - HYPH work_v44vkh6bzramngvcrficy2no44 65 12 to to IN work_v44vkh6bzramngvcrficy2no44 65 13 - - HYPH work_v44vkh6bzramngvcrficy2no44 65 14 word word NN work_v44vkh6bzramngvcrficy2no44 65 15 distances distance NNS work_v44vkh6bzramngvcrficy2no44 65 16 – – : work_v44vkh6bzramngvcrficy2no44 65 17 IBM IBM NNP work_v44vkh6bzramngvcrficy2no44 65 18 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 65 19 Berger Berger NNP work_v44vkh6bzramngvcrficy2no44 65 20 et et FW work_v44vkh6bzramngvcrficy2no44 65 21 al al NNP work_v44vkh6bzramngvcrficy2no44 65 22 . . NNP work_v44vkh6bzramngvcrficy2no44 65 23 , , , work_v44vkh6bzramngvcrficy2no44 65 24 1996 1996 CD work_v44vkh6bzramngvcrficy2no44 65 25 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 65 26 and and CC work_v44vkh6bzramngvcrficy2no44 65 27 DL DL NNP work_v44vkh6bzramngvcrficy2no44 65 28 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 65 29 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 65 30 et et NNP work_v44vkh6bzramngvcrficy2no44 65 31 al al NNP work_v44vkh6bzramngvcrficy2no44 65 32 . . NNP work_v44vkh6bzramngvcrficy2no44 65 33 , , , work_v44vkh6bzramngvcrficy2no44 65 34 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 65 35 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 65 36 – – : work_v44vkh6bzramngvcrficy2no44 65 37 or or CC work_v44vkh6bzramngvcrficy2no44 65 38 on on IN work_v44vkh6bzramngvcrficy2no44 65 39 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 65 40 pat- pat- NN work_v44vkh6bzramngvcrficy2no44 65 41 terns tern NNS work_v44vkh6bzramngvcrficy2no44 65 42 – – : work_v44vkh6bzramngvcrficy2no44 65 43 ITG ITG NNP work_v44vkh6bzramngvcrficy2no44 65 44 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 65 45 Wu Wu NNP work_v44vkh6bzramngvcrficy2no44 65 46 , , , work_v44vkh6bzramngvcrficy2no44 65 47 1997 1997 CD work_v44vkh6bzramngvcrficy2no44 65 48 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 65 49 . . . work_v44vkh6bzramngvcrficy2no44 66 1 Both both DT work_v44vkh6bzramngvcrficy2no44 66 2 kinds kind NNS work_v44vkh6bzramngvcrficy2no44 66 3 of of IN work_v44vkh6bzramngvcrficy2no44 66 4 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 66 5 are be VBP work_v44vkh6bzramngvcrficy2no44 66 6 uniform uniform JJ work_v44vkh6bzramngvcrficy2no44 66 7 throughout throughout IN work_v44vkh6bzramngvcrficy2no44 66 8 the the DT work_v44vkh6bzramngvcrficy2no44 66 9 input input NN work_v44vkh6bzramngvcrficy2no44 66 10 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 66 11 , , , work_v44vkh6bzramngvcrficy2no44 66 12 and and CC work_v44vkh6bzramngvcrficy2no44 66 13 in- in- RB work_v44vkh6bzramngvcrficy2no44 66 14 sensitive sensitive JJ work_v44vkh6bzramngvcrficy2no44 66 15 to to IN work_v44vkh6bzramngvcrficy2no44 66 16 the the DT work_v44vkh6bzramngvcrficy2no44 66 17 word word NN work_v44vkh6bzramngvcrficy2no44 66 18 being be VBG work_v44vkh6bzramngvcrficy2no44 66 19 translated translate VBN work_v44vkh6bzramngvcrficy2no44 66 20 and and CC work_v44vkh6bzramngvcrficy2no44 66 21 to to IN work_v44vkh6bzramngvcrficy2no44 66 22 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 66 23 con- con- NN work_v44vkh6bzramngvcrficy2no44 66 24 text text NN work_v44vkh6bzramngvcrficy2no44 66 25 . . . work_v44vkh6bzramngvcrficy2no44 67 1 This this DT work_v44vkh6bzramngvcrficy2no44 67 2 results result VBZ work_v44vkh6bzramngvcrficy2no44 67 3 in in IN work_v44vkh6bzramngvcrficy2no44 67 4 a a DT work_v44vkh6bzramngvcrficy2no44 67 5 very very RB work_v44vkh6bzramngvcrficy2no44 67 6 coarse coarse JJ work_v44vkh6bzramngvcrficy2no44 67 7 definition definition NN work_v44vkh6bzramngvcrficy2no44 67 8 of of IN work_v44vkh6bzramngvcrficy2no44 67 9 the the DT work_v44vkh6bzramngvcrficy2no44 67 10 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 67 11 search search NN work_v44vkh6bzramngvcrficy2no44 67 12 space space NN work_v44vkh6bzramngvcrficy2no44 67 13 , , , work_v44vkh6bzramngvcrficy2no44 67 14 which which WDT work_v44vkh6bzramngvcrficy2no44 67 15 is be VBZ work_v44vkh6bzramngvcrficy2no44 67 16 problematic problematic JJ work_v44vkh6bzramngvcrficy2no44 67 17 in in IN work_v44vkh6bzramngvcrficy2no44 67 18 lan- lan- NN work_v44vkh6bzramngvcrficy2no44 67 19 guage guage NN work_v44vkh6bzramngvcrficy2no44 67 20 pairs pair NNS work_v44vkh6bzramngvcrficy2no44 67 21 with with IN work_v44vkh6bzramngvcrficy2no44 67 22 different different JJ work_v44vkh6bzramngvcrficy2no44 67 23 syntactic syntactic JJ work_v44vkh6bzramngvcrficy2no44 67 24 structures structure NNS work_v44vkh6bzramngvcrficy2no44 67 25 . . . work_v44vkh6bzramngvcrficy2no44 68 1 To to TO work_v44vkh6bzramngvcrficy2no44 68 2 address address VB work_v44vkh6bzramngvcrficy2no44 68 3 this this DT work_v44vkh6bzramngvcrficy2no44 68 4 problem problem NN work_v44vkh6bzramngvcrficy2no44 68 5 , , , work_v44vkh6bzramngvcrficy2no44 68 6 Yahyaei Yahyaei NNP work_v44vkh6bzramngvcrficy2no44 68 7 and and CC work_v44vkh6bzramngvcrficy2no44 68 8 Monz Monz NNP work_v44vkh6bzramngvcrficy2no44 68 9 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 68 10 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 68 11 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 68 12 present present VBP work_v44vkh6bzramngvcrficy2no44 68 13 a a DT work_v44vkh6bzramngvcrficy2no44 68 14 technique technique NN work_v44vkh6bzramngvcrficy2no44 68 15 to to TO work_v44vkh6bzramngvcrficy2no44 68 16 dynamically dynamically RB work_v44vkh6bzramngvcrficy2no44 68 17 set set VB work_v44vkh6bzramngvcrficy2no44 68 18 the the DT work_v44vkh6bzramngvcrficy2no44 68 19 DL DL NNP work_v44vkh6bzramngvcrficy2no44 68 20 : : : work_v44vkh6bzramngvcrficy2no44 68 21 they -PRON- PRP work_v44vkh6bzramngvcrficy2no44 68 22 train train VBP work_v44vkh6bzramngvcrficy2no44 68 23 a a DT work_v44vkh6bzramngvcrficy2no44 68 24 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 68 25 to to TO work_v44vkh6bzramngvcrficy2no44 68 26 predict predict VB work_v44vkh6bzramngvcrficy2no44 68 27 the the DT work_v44vkh6bzramngvcrficy2no44 68 28 most most RBS work_v44vkh6bzramngvcrficy2no44 68 29 prob- prob- JJ work_v44vkh6bzramngvcrficy2no44 68 30 able able JJ work_v44vkh6bzramngvcrficy2no44 68 31 jump jump NN work_v44vkh6bzramngvcrficy2no44 68 32 length length NN work_v44vkh6bzramngvcrficy2no44 68 33 after after IN work_v44vkh6bzramngvcrficy2no44 68 34 each each DT work_v44vkh6bzramngvcrficy2no44 68 35 input input NN work_v44vkh6bzramngvcrficy2no44 68 36 word word NN work_v44vkh6bzramngvcrficy2no44 68 37 , , , work_v44vkh6bzramngvcrficy2no44 68 38 and and CC work_v44vkh6bzramngvcrficy2no44 68 39 use use VB work_v44vkh6bzramngvcrficy2no44 68 40 the the DT work_v44vkh6bzramngvcrficy2no44 68 41 predicted predict VBN work_v44vkh6bzramngvcrficy2no44 68 42 value value NN work_v44vkh6bzramngvcrficy2no44 68 43 as as IN work_v44vkh6bzramngvcrficy2no44 68 44 the the DT work_v44vkh6bzramngvcrficy2no44 68 45 DL DL NNP work_v44vkh6bzramngvcrficy2no44 68 46 after after IN work_v44vkh6bzramngvcrficy2no44 68 47 that that DT work_v44vkh6bzramngvcrficy2no44 68 48 position position NN work_v44vkh6bzramngvcrficy2no44 68 49 . . . work_v44vkh6bzramngvcrficy2no44 69 1 Un- Un- NNP work_v44vkh6bzramngvcrficy2no44 69 2 fortunately fortunately RB work_v44vkh6bzramngvcrficy2no44 69 3 , , , work_v44vkh6bzramngvcrficy2no44 69 4 this this DT work_v44vkh6bzramngvcrficy2no44 69 5 method method NN work_v44vkh6bzramngvcrficy2no44 69 6 can can MD work_v44vkh6bzramngvcrficy2no44 69 7 generate generate VB work_v44vkh6bzramngvcrficy2no44 69 8 inconsistent inconsistent JJ work_v44vkh6bzramngvcrficy2no44 69 9 constraints constraint NNS work_v44vkh6bzramngvcrficy2no44 69 10 leading lead VBG work_v44vkh6bzramngvcrficy2no44 69 11 to to IN work_v44vkh6bzramngvcrficy2no44 69 12 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 69 13 dead dead JJ work_v44vkh6bzramngvcrficy2no44 69 14 - - HYPH work_v44vkh6bzramngvcrficy2no44 69 15 ends end NNS work_v44vkh6bzramngvcrficy2no44 69 16 . . . work_v44vkh6bzramngvcrficy2no44 70 1 As as IN work_v44vkh6bzramngvcrficy2no44 70 2 a a DT work_v44vkh6bzramngvcrficy2no44 70 3 so- so- JJ work_v44vkh6bzramngvcrficy2no44 70 4 lution lution NN work_v44vkh6bzramngvcrficy2no44 70 5 , , , work_v44vkh6bzramngvcrficy2no44 70 6 the the DT work_v44vkh6bzramngvcrficy2no44 70 7 dynamic dynamic JJ work_v44vkh6bzramngvcrficy2no44 70 8 DL DL NNP work_v44vkh6bzramngvcrficy2no44 70 9 is be VBZ work_v44vkh6bzramngvcrficy2no44 70 10 relaxed relaxed JJ work_v44vkh6bzramngvcrficy2no44 70 11 when when WRB work_v44vkh6bzramngvcrficy2no44 70 12 needed need VBN work_v44vkh6bzramngvcrficy2no44 70 13 to to TO work_v44vkh6bzramngvcrficy2no44 70 14 reach reach VB work_v44vkh6bzramngvcrficy2no44 70 15 the the DT work_v44vkh6bzramngvcrficy2no44 70 16 first first JJ work_v44vkh6bzramngvcrficy2no44 70 17 uncovered uncovered JJ work_v44vkh6bzramngvcrficy2no44 70 18 position position NN work_v44vkh6bzramngvcrficy2no44 70 19 . . . work_v44vkh6bzramngvcrficy2no44 71 1 Translation translation NN work_v44vkh6bzramngvcrficy2no44 71 2 im- im- NN work_v44vkh6bzramngvcrficy2no44 71 3 provements provement NNS work_v44vkh6bzramngvcrficy2no44 71 4 are be VBP work_v44vkh6bzramngvcrficy2no44 71 5 reported report VBN work_v44vkh6bzramngvcrficy2no44 71 6 only only RB work_v44vkh6bzramngvcrficy2no44 71 7 on on IN work_v44vkh6bzramngvcrficy2no44 71 8 a a DT work_v44vkh6bzramngvcrficy2no44 71 9 small small JJ work_v44vkh6bzramngvcrficy2no44 71 10 - - HYPH work_v44vkh6bzramngvcrficy2no44 71 11 scale scale NN work_v44vkh6bzramngvcrficy2no44 71 12 task task NN work_v44vkh6bzramngvcrficy2no44 71 13 with with IN work_v44vkh6bzramngvcrficy2no44 71 14 short short JJ work_v44vkh6bzramngvcrficy2no44 71 15 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 71 16 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 71 17 BTEC BTEC NNP work_v44vkh6bzramngvcrficy2no44 71 18 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 71 19 , , , work_v44vkh6bzramngvcrficy2no44 71 20 over over IN work_v44vkh6bzramngvcrficy2no44 71 21 a a DT work_v44vkh6bzramngvcrficy2no44 71 22 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 71 23 that that WDT work_v44vkh6bzramngvcrficy2no44 71 24 in- in- NN work_v44vkh6bzramngvcrficy2no44 71 25 cludes clude VBZ work_v44vkh6bzramngvcrficy2no44 71 26 a a DT work_v44vkh6bzramngvcrficy2no44 71 27 very very RB work_v44vkh6bzramngvcrficy2no44 71 28 simple simple JJ work_v44vkh6bzramngvcrficy2no44 71 29 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 71 30 model model NN work_v44vkh6bzramngvcrficy2no44 71 31 . . . work_v44vkh6bzramngvcrficy2no44 72 1 In in IN work_v44vkh6bzramngvcrficy2no44 72 2 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 72 3 work work NN work_v44vkh6bzramngvcrficy2no44 72 4 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 72 5 develop develop VBP work_v44vkh6bzramngvcrficy2no44 72 6 this this DT work_v44vkh6bzramngvcrficy2no44 72 7 idea idea NN work_v44vkh6bzramngvcrficy2no44 72 8 further far RBR work_v44vkh6bzramngvcrficy2no44 72 9 and and CC work_v44vkh6bzramngvcrficy2no44 72 10 use use VB work_v44vkh6bzramngvcrficy2no44 72 11 a a DT work_v44vkh6bzramngvcrficy2no44 72 12 reordering reordering JJ work_v44vkh6bzramngvcrficy2no44 72 13 model model NN work_v44vkh6bzramngvcrficy2no44 72 14 to to TO work_v44vkh6bzramngvcrficy2no44 72 15 predict predict VB work_v44vkh6bzramngvcrficy2no44 72 16 which which WDT work_v44vkh6bzramngvcrficy2no44 72 17 specific specific JJ work_v44vkh6bzramngvcrficy2no44 72 18 input input NN work_v44vkh6bzramngvcrficy2no44 72 19 words word NNS work_v44vkh6bzramngvcrficy2no44 72 20 , , , work_v44vkh6bzramngvcrficy2no44 72 21 rather rather RB work_v44vkh6bzramngvcrficy2no44 72 22 than than IN work_v44vkh6bzramngvcrficy2no44 72 23 input input NN work_v44vkh6bzramngvcrficy2no44 72 24 intervals interval NNS work_v44vkh6bzramngvcrficy2no44 72 25 , , , work_v44vkh6bzramngvcrficy2no44 72 26 are be VBP work_v44vkh6bzramngvcrficy2no44 72 27 likely likely RB work_v44vkh6bzramngvcrficy2no44 72 28 be be VB work_v44vkh6bzramngvcrficy2no44 72 29 translated translate VBN work_v44vkh6bzramngvcrficy2no44 72 30 next next RB work_v44vkh6bzramngvcrficy2no44 72 31 . . . work_v44vkh6bzramngvcrficy2no44 73 1 Moreover moreover RB work_v44vkh6bzramngvcrficy2no44 73 2 , , , work_v44vkh6bzramngvcrficy2no44 73 3 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 73 4 solution solution NN work_v44vkh6bzramngvcrficy2no44 73 5 is be VBZ work_v44vkh6bzramngvcrficy2no44 73 6 not not RB work_v44vkh6bzramngvcrficy2no44 73 7 affected affect VBN work_v44vkh6bzramngvcrficy2no44 73 8 by by IN work_v44vkh6bzramngvcrficy2no44 73 9 the the DT work_v44vkh6bzramngvcrficy2no44 73 10 con- con- NNP work_v44vkh6bzramngvcrficy2no44 73 11 straint straint NN work_v44vkh6bzramngvcrficy2no44 73 12 inconsistency inconsistency NN work_v44vkh6bzramngvcrficy2no44 73 13 problem problem NN work_v44vkh6bzramngvcrficy2no44 73 14 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 73 15 see see VB work_v44vkh6bzramngvcrficy2no44 73 16 Sect Sect NNP work_v44vkh6bzramngvcrficy2no44 73 17 . . . work_v44vkh6bzramngvcrficy2no44 74 1 4 4 LS work_v44vkh6bzramngvcrficy2no44 74 2 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 74 3 . . . work_v44vkh6bzramngvcrficy2no44 75 1 In in IN work_v44vkh6bzramngvcrficy2no44 75 2 another another DT work_v44vkh6bzramngvcrficy2no44 75 3 related related JJ work_v44vkh6bzramngvcrficy2no44 75 4 work work NN work_v44vkh6bzramngvcrficy2no44 75 5 , , , work_v44vkh6bzramngvcrficy2no44 75 6 Bisazza Bisazza NNP work_v44vkh6bzramngvcrficy2no44 75 7 and and CC work_v44vkh6bzramngvcrficy2no44 75 8 Federico Federico NNP work_v44vkh6bzramngvcrficy2no44 75 9 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 75 10 2012 2012 CD work_v44vkh6bzramngvcrficy2no44 75 11 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 75 12 generate generate VB work_v44vkh6bzramngvcrficy2no44 75 13 likely likely JJ work_v44vkh6bzramngvcrficy2no44 75 14 reorderings reordering NNS work_v44vkh6bzramngvcrficy2no44 75 15 of of IN work_v44vkh6bzramngvcrficy2no44 75 16 the the DT work_v44vkh6bzramngvcrficy2no44 75 17 input input NN work_v44vkh6bzramngvcrficy2no44 75 18 sen- sen- NN work_v44vkh6bzramngvcrficy2no44 75 19 tence tence NN work_v44vkh6bzramngvcrficy2no44 75 20 by by IN work_v44vkh6bzramngvcrficy2no44 75 21 means mean NNS work_v44vkh6bzramngvcrficy2no44 75 22 of of IN work_v44vkh6bzramngvcrficy2no44 75 23 language language NN work_v44vkh6bzramngvcrficy2no44 75 24 - - HYPH work_v44vkh6bzramngvcrficy2no44 75 25 specific specific JJ work_v44vkh6bzramngvcrficy2no44 75 26 fuzzy fuzzy JJ work_v44vkh6bzramngvcrficy2no44 75 27 rules rule NNS work_v44vkh6bzramngvcrficy2no44 75 28 based base VBN work_v44vkh6bzramngvcrficy2no44 75 29 on on IN work_v44vkh6bzramngvcrficy2no44 75 30 shallow shallow JJ work_v44vkh6bzramngvcrficy2no44 75 31 syntax syntax NN work_v44vkh6bzramngvcrficy2no44 75 32 . . . work_v44vkh6bzramngvcrficy2no44 76 1 Long long JJ work_v44vkh6bzramngvcrficy2no44 76 2 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 76 3 are be VBP work_v44vkh6bzramngvcrficy2no44 76 4 then then RB work_v44vkh6bzramngvcrficy2no44 76 5 sug- sug- RB work_v44vkh6bzramngvcrficy2no44 76 6 gested geste VBN work_v44vkh6bzramngvcrficy2no44 76 7 to to IN work_v44vkh6bzramngvcrficy2no44 76 8 the the DT work_v44vkh6bzramngvcrficy2no44 76 9 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 76 10 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 76 11 by by IN work_v44vkh6bzramngvcrficy2no44 76 12 reducing reduce VBG work_v44vkh6bzramngvcrficy2no44 76 13 the the DT work_v44vkh6bzramngvcrficy2no44 76 14 distor- distor- NN work_v44vkh6bzramngvcrficy2no44 76 15 tion tion NN work_v44vkh6bzramngvcrficy2no44 76 16 cost cost NN work_v44vkh6bzramngvcrficy2no44 76 17 for for IN work_v44vkh6bzramngvcrficy2no44 76 18 specific specific JJ work_v44vkh6bzramngvcrficy2no44 76 19 pairs pair NNS work_v44vkh6bzramngvcrficy2no44 76 20 of of IN work_v44vkh6bzramngvcrficy2no44 76 21 input input NN work_v44vkh6bzramngvcrficy2no44 76 22 words word NNS work_v44vkh6bzramngvcrficy2no44 76 23 . . . work_v44vkh6bzramngvcrficy2no44 77 1 In in IN work_v44vkh6bzramngvcrficy2no44 77 2 com- com- NN work_v44vkh6bzramngvcrficy2no44 77 3 parison parison NN work_v44vkh6bzramngvcrficy2no44 77 4 to to IN work_v44vkh6bzramngvcrficy2no44 77 5 the the DT work_v44vkh6bzramngvcrficy2no44 77 6 dynamic dynamic JJ work_v44vkh6bzramngvcrficy2no44 77 7 DL DL NNP work_v44vkh6bzramngvcrficy2no44 77 8 , , , work_v44vkh6bzramngvcrficy2no44 77 9 that that DT work_v44vkh6bzramngvcrficy2no44 77 10 is be VBZ work_v44vkh6bzramngvcrficy2no44 77 11 a a DT work_v44vkh6bzramngvcrficy2no44 77 12 much much RB work_v44vkh6bzramngvcrficy2no44 77 13 finer fine JJR work_v44vkh6bzramngvcrficy2no44 77 14 way way NN work_v44vkh6bzramngvcrficy2no44 77 15 to to TO work_v44vkh6bzramngvcrficy2no44 77 16 define define VB work_v44vkh6bzramngvcrficy2no44 77 17 the the DT work_v44vkh6bzramngvcrficy2no44 77 18 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 77 19 space space NN work_v44vkh6bzramngvcrficy2no44 77 20 , , , work_v44vkh6bzramngvcrficy2no44 77 21 leading lead VBG work_v44vkh6bzramngvcrficy2no44 77 22 to to IN work_v44vkh6bzramngvcrficy2no44 77 23 consistent consistent JJ work_v44vkh6bzramngvcrficy2no44 77 24 improvements improvement NNS work_v44vkh6bzramngvcrficy2no44 77 25 of of IN work_v44vkh6bzramngvcrficy2no44 77 26 both both DT work_v44vkh6bzramngvcrficy2no44 77 27 translation translation NN work_v44vkh6bzramngvcrficy2no44 77 28 quality quality NN work_v44vkh6bzramngvcrficy2no44 77 29 and and CC work_v44vkh6bzramngvcrficy2no44 77 30 effi- effi- NN work_v44vkh6bzramngvcrficy2no44 77 31 ciency ciency NN work_v44vkh6bzramngvcrficy2no44 77 32 over over IN work_v44vkh6bzramngvcrficy2no44 77 33 a a DT work_v44vkh6bzramngvcrficy2no44 77 34 strong strong JJ work_v44vkh6bzramngvcrficy2no44 77 35 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 77 36 . . . work_v44vkh6bzramngvcrficy2no44 78 1 However however RB work_v44vkh6bzramngvcrficy2no44 78 2 , , , work_v44vkh6bzramngvcrficy2no44 78 3 the the DT work_v44vkh6bzramngvcrficy2no44 78 4 need need NN work_v44vkh6bzramngvcrficy2no44 78 5 of of IN work_v44vkh6bzramngvcrficy2no44 78 6 specific specific JJ work_v44vkh6bzramngvcrficy2no44 78 7 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 78 8 rules rule NNS work_v44vkh6bzramngvcrficy2no44 78 9 makes make VBZ work_v44vkh6bzramngvcrficy2no44 78 10 the the DT work_v44vkh6bzramngvcrficy2no44 78 11 method method NN work_v44vkh6bzramngvcrficy2no44 78 12 harder hard RBR work_v44vkh6bzramngvcrficy2no44 78 13 to to TO work_v44vkh6bzramngvcrficy2no44 78 14 apply apply VB work_v44vkh6bzramngvcrficy2no44 78 15 to to IN work_v44vkh6bzramngvcrficy2no44 78 16 new new JJ work_v44vkh6bzramngvcrficy2no44 78 17 language language NN work_v44vkh6bzramngvcrficy2no44 78 18 pairs pair NNS work_v44vkh6bzramngvcrficy2no44 78 19 . . . work_v44vkh6bzramngvcrficy2no44 79 1 3 3 LS work_v44vkh6bzramngvcrficy2no44 79 2 The the DT work_v44vkh6bzramngvcrficy2no44 79 3 WaW waw NN work_v44vkh6bzramngvcrficy2no44 79 4 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 79 5 model model NN work_v44vkh6bzramngvcrficy2no44 79 6 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 79 7 model model VBP work_v44vkh6bzramngvcrficy2no44 79 8 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 79 9 as as IN work_v44vkh6bzramngvcrficy2no44 79 10 the the DT work_v44vkh6bzramngvcrficy2no44 79 11 problem problem NN work_v44vkh6bzramngvcrficy2no44 79 12 of of IN work_v44vkh6bzramngvcrficy2no44 79 13 deciding decide VBG work_v44vkh6bzramngvcrficy2no44 79 14 whether whether IN work_v44vkh6bzramngvcrficy2no44 79 15 a a DT work_v44vkh6bzramngvcrficy2no44 79 16 given give VBN work_v44vkh6bzramngvcrficy2no44 79 17 input input NN work_v44vkh6bzramngvcrficy2no44 79 18 word word NN work_v44vkh6bzramngvcrficy2no44 79 19 should should MD work_v44vkh6bzramngvcrficy2no44 79 20 be be VB work_v44vkh6bzramngvcrficy2no44 79 21 translated translate VBN work_v44vkh6bzramngvcrficy2no44 79 22 after after IN work_v44vkh6bzramngvcrficy2no44 79 23 another another DT work_v44vkh6bzramngvcrficy2no44 79 24 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 79 25 Word word NN work_v44vkh6bzramngvcrficy2no44 79 26 - - HYPH work_v44vkh6bzramngvcrficy2no44 79 27 after after IN work_v44vkh6bzramngvcrficy2no44 79 28 - - HYPH work_v44vkh6bzramngvcrficy2no44 79 29 Word word NN work_v44vkh6bzramngvcrficy2no44 79 30 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 79 31 . . . work_v44vkh6bzramngvcrficy2no44 80 1 This this DT work_v44vkh6bzramngvcrficy2no44 80 2 formulation formulation NN work_v44vkh6bzramngvcrficy2no44 80 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 80 4 particularly particularly RB work_v44vkh6bzramngvcrficy2no44 80 5 suitable suitable JJ work_v44vkh6bzramngvcrficy2no44 80 6 to to TO work_v44vkh6bzramngvcrficy2no44 80 7 help help VB work_v44vkh6bzramngvcrficy2no44 80 8 the the DT work_v44vkh6bzramngvcrficy2no44 80 9 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 80 10 decide decide VB work_v44vkh6bzramngvcrficy2no44 80 11 whether whether IN work_v44vkh6bzramngvcrficy2no44 80 12 a a DT work_v44vkh6bzramngvcrficy2no44 80 13 reordering reordering JJ work_v44vkh6bzramngvcrficy2no44 80 14 path path NN work_v44vkh6bzramngvcrficy2no44 80 15 is be VBZ work_v44vkh6bzramngvcrficy2no44 80 16 promising promise VBG work_v44vkh6bzramngvcrficy2no44 80 17 enough enough RB work_v44vkh6bzramngvcrficy2no44 80 18 to to TO work_v44vkh6bzramngvcrficy2no44 80 19 be be VB work_v44vkh6bzramngvcrficy2no44 80 20 further further RB work_v44vkh6bzramngvcrficy2no44 80 21 explored explore VBN work_v44vkh6bzramngvcrficy2no44 80 22 . . . work_v44vkh6bzramngvcrficy2no44 81 1 Moreover moreover RB work_v44vkh6bzramngvcrficy2no44 81 2 , , , work_v44vkh6bzramngvcrficy2no44 81 3 when when WRB work_v44vkh6bzramngvcrficy2no44 81 4 translating translate VBG work_v44vkh6bzramngvcrficy2no44 81 5 a a DT work_v44vkh6bzramngvcrficy2no44 81 6 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 81 7 , , , work_v44vkh6bzramngvcrficy2no44 81 8 choosing choose VBG work_v44vkh6bzramngvcrficy2no44 81 9 the the DT work_v44vkh6bzramngvcrficy2no44 81 10 next next JJ work_v44vkh6bzramngvcrficy2no44 81 11 source source NN work_v44vkh6bzramngvcrficy2no44 81 12 word word NN work_v44vkh6bzramngvcrficy2no44 81 13 to to TO work_v44vkh6bzramngvcrficy2no44 81 14 translate translate VB work_v44vkh6bzramngvcrficy2no44 81 15 appears appear VBZ work_v44vkh6bzramngvcrficy2no44 81 16 as as IN work_v44vkh6bzramngvcrficy2no44 81 17 a a DT work_v44vkh6bzramngvcrficy2no44 81 18 more more RBR work_v44vkh6bzramngvcrficy2no44 81 19 natural natural JJ work_v44vkh6bzramngvcrficy2no44 81 20 problem problem NN work_v44vkh6bzramngvcrficy2no44 81 21 than than IN work_v44vkh6bzramngvcrficy2no44 81 22 guessing guess VBG work_v44vkh6bzramngvcrficy2no44 81 23 how how WRB work_v44vkh6bzramngvcrficy2no44 81 24 much much RB work_v44vkh6bzramngvcrficy2no44 81 25 to to IN work_v44vkh6bzramngvcrficy2no44 81 26 the the DT work_v44vkh6bzramngvcrficy2no44 81 27 left left NN work_v44vkh6bzramngvcrficy2no44 81 28 or or CC work_v44vkh6bzramngvcrficy2no44 81 29 to to IN work_v44vkh6bzramngvcrficy2no44 81 30 the the DT work_v44vkh6bzramngvcrficy2no44 81 31 right right NN work_v44vkh6bzramngvcrficy2no44 81 32 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 81 33 should should MD work_v44vkh6bzramngvcrficy2no44 81 34 move move VB work_v44vkh6bzramngvcrficy2no44 81 35 from from IN work_v44vkh6bzramngvcrficy2no44 81 36 the the DT work_v44vkh6bzramngvcrficy2no44 81 37 current current JJ work_v44vkh6bzramngvcrficy2no44 81 38 source source NN work_v44vkh6bzramngvcrficy2no44 81 39 position position NN work_v44vkh6bzramngvcrficy2no44 81 40 . . . work_v44vkh6bzramngvcrficy2no44 82 1 The the DT work_v44vkh6bzramngvcrficy2no44 82 2 WaW waw NN work_v44vkh6bzramngvcrficy2no44 82 3 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 82 4 model model NN work_v44vkh6bzramngvcrficy2no44 82 5 addresses address VBZ work_v44vkh6bzramngvcrficy2no44 82 6 a a DT work_v44vkh6bzramngvcrficy2no44 82 7 binary binary JJ work_v44vkh6bzramngvcrficy2no44 82 8 decision decision NN work_v44vkh6bzramngvcrficy2no44 82 9 task task NN work_v44vkh6bzramngvcrficy2no44 82 10 through through IN work_v44vkh6bzramngvcrficy2no44 82 11 the the DT work_v44vkh6bzramngvcrficy2no44 82 12 following follow VBG work_v44vkh6bzramngvcrficy2no44 82 13 maximum maximum JJ work_v44vkh6bzramngvcrficy2no44 82 14 - - HYPH work_v44vkh6bzramngvcrficy2no44 82 15 entropy entropy JJ work_v44vkh6bzramngvcrficy2no44 82 16 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 82 17 : : : work_v44vkh6bzramngvcrficy2no44 82 18 P p NN work_v44vkh6bzramngvcrficy2no44 82 19 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 82 20 Ri Ri NNP work_v44vkh6bzramngvcrficy2no44 82 21 , , , work_v44vkh6bzramngvcrficy2no44 82 22 j j NNP work_v44vkh6bzramngvcrficy2no44 82 23 = = NFP work_v44vkh6bzramngvcrficy2no44 82 24 Y Y NNP work_v44vkh6bzramngvcrficy2no44 82 25 |f |f NNP work_v44vkh6bzramngvcrficy2no44 82 26 J1 J1 NNP work_v44vkh6bzramngvcrficy2no44 82 27 , , , work_v44vkh6bzramngvcrficy2no44 82 28 i i NNP work_v44vkh6bzramngvcrficy2no44 82 29 , , , work_v44vkh6bzramngvcrficy2no44 82 30 j j NNP work_v44vkh6bzramngvcrficy2no44 82 31 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 82 32 = = NFP work_v44vkh6bzramngvcrficy2no44 82 33 exp exp NN work_v44vkh6bzramngvcrficy2no44 82 34 [ [ -LRB- work_v44vkh6bzramngvcrficy2no44 82 35 " " `` work_v44vkh6bzramngvcrficy2no44 82 36 m m NNP work_v44vkh6bzramngvcrficy2no44 82 37 ! ! . work_v44vkh6bzramngvcrficy2no44 82 38 mhm(f mhm(f . work_v44vkh6bzramngvcrficy2no44 82 39 J J NNP work_v44vkh6bzramngvcrficy2no44 82 40 1 1 CD work_v44vkh6bzramngvcrficy2no44 82 41 , , , work_v44vkh6bzramngvcrficy2no44 82 42 i i NNP work_v44vkh6bzramngvcrficy2no44 82 43 , , , work_v44vkh6bzramngvcrficy2no44 82 44 j j NNP work_v44vkh6bzramngvcrficy2no44 82 45 , , , work_v44vkh6bzramngvcrficy2no44 82 46 Ri Ri NNP work_v44vkh6bzramngvcrficy2no44 82 47 , , , work_v44vkh6bzramngvcrficy2no44 82 48 j j NNP work_v44vkh6bzramngvcrficy2no44 82 49 = = SYM work_v44vkh6bzramngvcrficy2no44 82 50 Y y NN work_v44vkh6bzramngvcrficy2no44 82 51 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 82 52 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 82 53 " " `` work_v44vkh6bzramngvcrficy2no44 82 54 Y y NN work_v44vkh6bzramngvcrficy2no44 82 55 ! ! . work_v44vkh6bzramngvcrficy2no44 83 1 exp exp NN work_v44vkh6bzramngvcrficy2no44 83 2 [ [ -LRB- work_v44vkh6bzramngvcrficy2no44 83 3 " " `` work_v44vkh6bzramngvcrficy2no44 83 4 m m NNP work_v44vkh6bzramngvcrficy2no44 83 5 ! ! . work_v44vkh6bzramngvcrficy2no44 83 6 mhm(f mhm(f . work_v44vkh6bzramngvcrficy2no44 83 7 J J NNP work_v44vkh6bzramngvcrficy2no44 83 8 1 1 CD work_v44vkh6bzramngvcrficy2no44 83 9 , , , work_v44vkh6bzramngvcrficy2no44 83 10 i i NNP work_v44vkh6bzramngvcrficy2no44 83 11 , , , work_v44vkh6bzramngvcrficy2no44 83 12 j j NNP work_v44vkh6bzramngvcrficy2no44 83 13 , , , work_v44vkh6bzramngvcrficy2no44 83 14 Ri Ri NNP work_v44vkh6bzramngvcrficy2no44 83 15 , , , work_v44vkh6bzramngvcrficy2no44 83 16 j j NNP work_v44vkh6bzramngvcrficy2no44 83 17 = = NN work_v44vkh6bzramngvcrficy2no44 83 18 Y Y NNP work_v44vkh6bzramngvcrficy2no44 83 19 ") ") '' work_v44vkh6bzramngvcrficy2no44 83 20 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 83 21 where where WRB work_v44vkh6bzramngvcrficy2no44 83 22 f f NNP work_v44vkh6bzramngvcrficy2no44 83 23 J1 J1 NNP work_v44vkh6bzramngvcrficy2no44 83 24 is be VBZ work_v44vkh6bzramngvcrficy2no44 83 25 a a DT work_v44vkh6bzramngvcrficy2no44 83 26 source source NN work_v44vkh6bzramngvcrficy2no44 83 27 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 83 28 of of IN work_v44vkh6bzramngvcrficy2no44 83 29 J J NNP work_v44vkh6bzramngvcrficy2no44 83 30 words word NNS work_v44vkh6bzramngvcrficy2no44 83 31 , , , work_v44vkh6bzramngvcrficy2no44 83 32 hm hm PRP work_v44vkh6bzramngvcrficy2no44 83 33 are be VBP work_v44vkh6bzramngvcrficy2no44 83 34 feature feature NN work_v44vkh6bzramngvcrficy2no44 83 35 functions function NNS work_v44vkh6bzramngvcrficy2no44 83 36 and and CC work_v44vkh6bzramngvcrficy2no44 83 37 ! ! . work_v44vkh6bzramngvcrficy2no44 83 38 m m LS work_v44vkh6bzramngvcrficy2no44 83 39 the the DT work_v44vkh6bzramngvcrficy2no44 83 40 corresponding correspond VBG work_v44vkh6bzramngvcrficy2no44 83 41 feature feature NN work_v44vkh6bzramngvcrficy2no44 83 42 weights weight NNS work_v44vkh6bzramngvcrficy2no44 83 43 . . . work_v44vkh6bzramngvcrficy2no44 84 1 The the DT work_v44vkh6bzramngvcrficy2no44 84 2 outcome outcome NN work_v44vkh6bzramngvcrficy2no44 84 3 Y Y NNP work_v44vkh6bzramngvcrficy2no44 84 4 can can MD work_v44vkh6bzramngvcrficy2no44 84 5 be be VB work_v44vkh6bzramngvcrficy2no44 84 6 either either CC work_v44vkh6bzramngvcrficy2no44 84 7 1 1 CD work_v44vkh6bzramngvcrficy2no44 84 8 or or CC work_v44vkh6bzramngvcrficy2no44 84 9 0 0 CD work_v44vkh6bzramngvcrficy2no44 84 10 , , , work_v44vkh6bzramngvcrficy2no44 84 11 with with IN work_v44vkh6bzramngvcrficy2no44 84 12 Ri Ri NNP work_v44vkh6bzramngvcrficy2no44 84 13 , , , work_v44vkh6bzramngvcrficy2no44 84 14 j j NNP work_v44vkh6bzramngvcrficy2no44 84 15 = = SYM work_v44vkh6bzramngvcrficy2no44 84 16 1 1 CD work_v44vkh6bzramngvcrficy2no44 84 17 meaning meaning NN work_v44vkh6bzramngvcrficy2no44 84 18 that that IN work_v44vkh6bzramngvcrficy2no44 84 19 the the DT work_v44vkh6bzramngvcrficy2no44 84 20 word word NN work_v44vkh6bzramngvcrficy2no44 84 21 at at IN work_v44vkh6bzramngvcrficy2no44 84 22 position position NN work_v44vkh6bzramngvcrficy2no44 84 23 j j NNP work_v44vkh6bzramngvcrficy2no44 84 24 is be VBZ work_v44vkh6bzramngvcrficy2no44 84 25 trans- trans- NNP work_v44vkh6bzramngvcrficy2no44 84 26 lated late VBN work_v44vkh6bzramngvcrficy2no44 84 27 right right RB work_v44vkh6bzramngvcrficy2no44 84 28 after after IN work_v44vkh6bzramngvcrficy2no44 84 29 the the DT work_v44vkh6bzramngvcrficy2no44 84 30 word word NN work_v44vkh6bzramngvcrficy2no44 84 31 at at IN work_v44vkh6bzramngvcrficy2no44 84 32 position position NN work_v44vkh6bzramngvcrficy2no44 84 33 i. i. NNP work_v44vkh6bzramngvcrficy2no44 85 1 Our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 85 2 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 85 3 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 85 4 model model NN work_v44vkh6bzramngvcrficy2no44 85 5 is be VBZ work_v44vkh6bzramngvcrficy2no44 85 6 strongly strongly RB work_v44vkh6bzramngvcrficy2no44 85 7 related related JJ work_v44vkh6bzramngvcrficy2no44 85 8 to to IN work_v44vkh6bzramngvcrficy2no44 85 9 that that DT work_v44vkh6bzramngvcrficy2no44 85 10 of of IN work_v44vkh6bzramngvcrficy2no44 85 11 Visweswariah Visweswariah NNP work_v44vkh6bzramngvcrficy2no44 85 12 et et NNP work_v44vkh6bzramngvcrficy2no44 85 13 al al NNP work_v44vkh6bzramngvcrficy2no44 85 14 . . . work_v44vkh6bzramngvcrficy2no44 86 1 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 86 2 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 86 3 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 86 4 – – : work_v44vkh6bzramngvcrficy2no44 86 5 hereby hereby NNP work_v44vkh6bzramngvcrficy2no44 86 6 called call VBD work_v44vkh6bzramngvcrficy2no44 86 7 Travelling Travelling NNP work_v44vkh6bzramngvcrficy2no44 86 8 Salesman Salesman NNP work_v44vkh6bzramngvcrficy2no44 86 9 Problem Problem NNP work_v44vkh6bzramngvcrficy2no44 86 10 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 86 11 TSP TSP NNP work_v44vkh6bzramngvcrficy2no44 86 12 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 86 13 model model NN work_v44vkh6bzramngvcrficy2no44 86 14 – – : work_v44vkh6bzramngvcrficy2no44 86 15 with with IN work_v44vkh6bzramngvcrficy2no44 86 16 few few JJ work_v44vkh6bzramngvcrficy2no44 86 17 important important JJ work_v44vkh6bzramngvcrficy2no44 86 18 differences difference NNS work_v44vkh6bzramngvcrficy2no44 86 19 : : : work_v44vkh6bzramngvcrficy2no44 86 20 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 86 21 i i NN work_v44vkh6bzramngvcrficy2no44 86 22 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 86 23 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 86 24 do do VBP work_v44vkh6bzramngvcrficy2no44 86 25 not not RB work_v44vkh6bzramngvcrficy2no44 86 26 include include VB work_v44vkh6bzramngvcrficy2no44 86 27 in in IN work_v44vkh6bzramngvcrficy2no44 86 28 the the DT work_v44vkh6bzramngvcrficy2no44 86 29 features feature NNS work_v44vkh6bzramngvcrficy2no44 86 30 any any DT work_v44vkh6bzramngvcrficy2no44 86 31 explicit explicit JJ work_v44vkh6bzramngvcrficy2no44 86 32 indication indication NN work_v44vkh6bzramngvcrficy2no44 86 33 of of IN work_v44vkh6bzramngvcrficy2no44 86 34 the the DT work_v44vkh6bzramngvcrficy2no44 86 35 jump jump NN work_v44vkh6bzramngvcrficy2no44 86 36 length length NN work_v44vkh6bzramngvcrficy2no44 86 37 , , , work_v44vkh6bzramngvcrficy2no44 86 38 in in IN work_v44vkh6bzramngvcrficy2no44 86 39 order order NN work_v44vkh6bzramngvcrficy2no44 86 40 to to TO work_v44vkh6bzramngvcrficy2no44 86 41 avoid avoid VB work_v44vkh6bzramngvcrficy2no44 86 42 the the DT work_v44vkh6bzramngvcrficy2no44 86 43 bias bias NN work_v44vkh6bzramngvcrficy2no44 86 44 on on IN work_v44vkh6bzramngvcrficy2no44 86 45 short short JJ work_v44vkh6bzramngvcrficy2no44 86 46 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 86 47 ; ; : work_v44vkh6bzramngvcrficy2no44 86 48 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 86 49 ii ii LS work_v44vkh6bzramngvcrficy2no44 86 50 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 86 51 they -PRON- PRP work_v44vkh6bzramngvcrficy2no44 86 52 train train VBP work_v44vkh6bzramngvcrficy2no44 86 53 a a DT work_v44vkh6bzramngvcrficy2no44 86 54 linear linear JJ work_v44vkh6bzramngvcrficy2no44 86 55 model model NN work_v44vkh6bzramngvcrficy2no44 86 56 with with IN work_v44vkh6bzramngvcrficy2no44 86 57 MIRA MIRA NNP work_v44vkh6bzramngvcrficy2no44 86 58 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 86 59 Cram- Cram- NNP work_v44vkh6bzramngvcrficy2no44 86 60 mer mer NNP work_v44vkh6bzramngvcrficy2no44 86 61 and and CC work_v44vkh6bzramngvcrficy2no44 86 62 Singer Singer NNP work_v44vkh6bzramngvcrficy2no44 86 63 , , , work_v44vkh6bzramngvcrficy2no44 86 64 2003 2003 CD work_v44vkh6bzramngvcrficy2no44 86 65 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 86 66 by by IN work_v44vkh6bzramngvcrficy2no44 86 67 minimizing minimize VBG work_v44vkh6bzramngvcrficy2no44 86 68 the the DT work_v44vkh6bzramngvcrficy2no44 86 69 number number NN work_v44vkh6bzramngvcrficy2no44 86 70 329 329 CD work_v44vkh6bzramngvcrficy2no44 86 71 of of IN work_v44vkh6bzramngvcrficy2no44 86 72 input input NN work_v44vkh6bzramngvcrficy2no44 86 73 words word NNS work_v44vkh6bzramngvcrficy2no44 86 74 that that WDT work_v44vkh6bzramngvcrficy2no44 86 75 get get VBP work_v44vkh6bzramngvcrficy2no44 86 76 placed place VBN work_v44vkh6bzramngvcrficy2no44 86 77 after after IN work_v44vkh6bzramngvcrficy2no44 86 78 the the DT work_v44vkh6bzramngvcrficy2no44 86 79 wrong wrong NN work_v44vkh6bzramngvcrficy2no44 86 80 po- po- NN work_v44vkh6bzramngvcrficy2no44 86 81 sition sition NN work_v44vkh6bzramngvcrficy2no44 86 82 , , , work_v44vkh6bzramngvcrficy2no44 86 83 while while IN work_v44vkh6bzramngvcrficy2no44 86 84 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 86 85 use use VBP work_v44vkh6bzramngvcrficy2no44 86 86 a a DT work_v44vkh6bzramngvcrficy2no44 86 87 maximum maximum JJ work_v44vkh6bzramngvcrficy2no44 86 88 - - HYPH work_v44vkh6bzramngvcrficy2no44 86 89 entropy entropy JJ work_v44vkh6bzramngvcrficy2no44 86 90 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 86 91 trained train VBN work_v44vkh6bzramngvcrficy2no44 86 92 by by IN work_v44vkh6bzramngvcrficy2no44 86 93 maximum maximum JJ work_v44vkh6bzramngvcrficy2no44 86 94 - - HYPH work_v44vkh6bzramngvcrficy2no44 86 95 likelihood likelihood NN work_v44vkh6bzramngvcrficy2no44 86 96 ; ; : work_v44vkh6bzramngvcrficy2no44 86 97 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 86 98 iii iii NNP work_v44vkh6bzramngvcrficy2no44 86 99 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 86 100 they -PRON- PRP work_v44vkh6bzramngvcrficy2no44 86 101 use use VBP work_v44vkh6bzramngvcrficy2no44 86 102 an an DT work_v44vkh6bzramngvcrficy2no44 86 103 off off IN work_v44vkh6bzramngvcrficy2no44 86 104 - - HYPH work_v44vkh6bzramngvcrficy2no44 86 105 the the DT work_v44vkh6bzramngvcrficy2no44 86 106 shelf shelf NN work_v44vkh6bzramngvcrficy2no44 86 107 TSP tsp NN work_v44vkh6bzramngvcrficy2no44 86 108 solver solver NN work_v44vkh6bzramngvcrficy2no44 86 109 to to TO work_v44vkh6bzramngvcrficy2no44 86 110 find find VB work_v44vkh6bzramngvcrficy2no44 86 111 the the DT work_v44vkh6bzramngvcrficy2no44 86 112 best good JJS work_v44vkh6bzramngvcrficy2no44 86 113 source source NN work_v44vkh6bzramngvcrficy2no44 86 114 sen- sen- NN work_v44vkh6bzramngvcrficy2no44 86 115 tence tence NN work_v44vkh6bzramngvcrficy2no44 86 116 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 86 117 and and CC work_v44vkh6bzramngvcrficy2no44 86 118 apply apply VB work_v44vkh6bzramngvcrficy2no44 86 119 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 86 120 as as IN work_v44vkh6bzramngvcrficy2no44 86 121 pre pre JJ work_v44vkh6bzramngvcrficy2no44 86 122 - - JJ work_v44vkh6bzramngvcrficy2no44 86 123 processing processing NN work_v44vkh6bzramngvcrficy2no44 86 124 to to IN work_v44vkh6bzramngvcrficy2no44 86 125 training training NN work_v44vkh6bzramngvcrficy2no44 86 126 and and CC work_v44vkh6bzramngvcrficy2no44 86 127 test test NN work_v44vkh6bzramngvcrficy2no44 86 128 data datum NNS work_v44vkh6bzramngvcrficy2no44 86 129 . . . work_v44vkh6bzramngvcrficy2no44 87 1 By by IN work_v44vkh6bzramngvcrficy2no44 87 2 contrast contrast NN work_v44vkh6bzramngvcrficy2no44 87 3 , , , work_v44vkh6bzramngvcrficy2no44 87 4 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 87 5 integrate integrate VBP work_v44vkh6bzramngvcrficy2no44 87 6 the the DT work_v44vkh6bzramngvcrficy2no44 87 7 maximum maximum JJ work_v44vkh6bzramngvcrficy2no44 87 8 - - HYPH work_v44vkh6bzramngvcrficy2no44 87 9 entropy entropy JJ work_v44vkh6bzramngvcrficy2no44 87 10 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 87 11 directly directly RB work_v44vkh6bzramngvcrficy2no44 87 12 into into IN work_v44vkh6bzramngvcrficy2no44 87 13 the the DT work_v44vkh6bzramngvcrficy2no44 87 14 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 87 15 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 87 16 and and CC work_v44vkh6bzramngvcrficy2no44 87 17 let let VB work_v44vkh6bzramngvcrficy2no44 87 18 all all PDT work_v44vkh6bzramngvcrficy2no44 87 19 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 87 20 other other JJ work_v44vkh6bzramngvcrficy2no44 87 21 models model NNS work_v44vkh6bzramngvcrficy2no44 87 22 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 87 23 phrase phrase VB work_v44vkh6bzramngvcrficy2no44 87 24 orien- orien- NNP work_v44vkh6bzramngvcrficy2no44 87 25 tation tation NN work_v44vkh6bzramngvcrficy2no44 87 26 , , , work_v44vkh6bzramngvcrficy2no44 87 27 translation translation NN work_v44vkh6bzramngvcrficy2no44 87 28 , , , work_v44vkh6bzramngvcrficy2no44 87 29 target target VB work_v44vkh6bzramngvcrficy2no44 87 30 LM LM NNP work_v44vkh6bzramngvcrficy2no44 87 31 etc etc FW work_v44vkh6bzramngvcrficy2no44 87 32 . . . work_v44vkh6bzramngvcrficy2no44 87 33 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 88 1 contribute contribute VB work_v44vkh6bzramngvcrficy2no44 88 2 to to IN work_v44vkh6bzramngvcrficy2no44 88 3 the the DT work_v44vkh6bzramngvcrficy2no44 88 4 final final JJ work_v44vkh6bzramngvcrficy2no44 88 5 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 88 6 decision decision NN work_v44vkh6bzramngvcrficy2no44 88 7 . . . work_v44vkh6bzramngvcrficy2no44 89 1 3.1 3.1 CD work_v44vkh6bzramngvcrficy2no44 89 2 Features feature NNS work_v44vkh6bzramngvcrficy2no44 89 3 Like like IN work_v44vkh6bzramngvcrficy2no44 89 4 the the DT work_v44vkh6bzramngvcrficy2no44 89 5 TSP tsp NN work_v44vkh6bzramngvcrficy2no44 89 6 model model NN work_v44vkh6bzramngvcrficy2no44 89 7 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 89 8 Visweswariah Visweswariah NNP work_v44vkh6bzramngvcrficy2no44 89 9 et et FW work_v44vkh6bzramngvcrficy2no44 89 10 al al NNP work_v44vkh6bzramngvcrficy2no44 89 11 . . NNP work_v44vkh6bzramngvcrficy2no44 89 12 , , , work_v44vkh6bzramngvcrficy2no44 89 13 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 89 14 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 89 15 , , , work_v44vkh6bzramngvcrficy2no44 89 16 the the DT work_v44vkh6bzramngvcrficy2no44 89 17 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 89 18 model model NN work_v44vkh6bzramngvcrficy2no44 89 19 builds build VBZ work_v44vkh6bzramngvcrficy2no44 89 20 on on IN work_v44vkh6bzramngvcrficy2no44 89 21 binary binary JJ work_v44vkh6bzramngvcrficy2no44 89 22 features feature NNS work_v44vkh6bzramngvcrficy2no44 89 23 similar similar JJ work_v44vkh6bzramngvcrficy2no44 89 24 to to IN work_v44vkh6bzramngvcrficy2no44 89 25 those those DT work_v44vkh6bzramngvcrficy2no44 89 26 typically typically RB work_v44vkh6bzramngvcrficy2no44 89 27 employed employ VBN work_v44vkh6bzramngvcrficy2no44 89 28 for for IN work_v44vkh6bzramngvcrficy2no44 89 29 dependency dependency NN work_v44vkh6bzramngvcrficy2no44 89 30 parsing parsing NN work_v44vkh6bzramngvcrficy2no44 89 31 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 89 32 McDonald McDonald NNP work_v44vkh6bzramngvcrficy2no44 89 33 et et NNP work_v44vkh6bzramngvcrficy2no44 89 34 al al NNP work_v44vkh6bzramngvcrficy2no44 89 35 . . NNP work_v44vkh6bzramngvcrficy2no44 89 36 , , , work_v44vkh6bzramngvcrficy2no44 89 37 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 89 38 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 89 39 : : : work_v44vkh6bzramngvcrficy2no44 89 40 namely namely RB work_v44vkh6bzramngvcrficy2no44 89 41 , , , work_v44vkh6bzramngvcrficy2no44 89 42 combinations combination NNS work_v44vkh6bzramngvcrficy2no44 89 43 of of IN work_v44vkh6bzramngvcrficy2no44 89 44 surface surface NN work_v44vkh6bzramngvcrficy2no44 89 45 forms form NNS work_v44vkh6bzramngvcrficy2no44 89 46 or or CC work_v44vkh6bzramngvcrficy2no44 89 47 POS POS NNP work_v44vkh6bzramngvcrficy2no44 89 48 tags tag NNS work_v44vkh6bzramngvcrficy2no44 89 49 of of IN work_v44vkh6bzramngvcrficy2no44 89 50 the the DT work_v44vkh6bzramngvcrficy2no44 89 51 words word NNS work_v44vkh6bzramngvcrficy2no44 89 52 i i PRP work_v44vkh6bzramngvcrficy2no44 89 53 and and CC work_v44vkh6bzramngvcrficy2no44 89 54 j j NNP work_v44vkh6bzramngvcrficy2no44 89 55 and and CC work_v44vkh6bzramngvcrficy2no44 89 56 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 89 57 context context NN work_v44vkh6bzramngvcrficy2no44 89 58 . . . work_v44vkh6bzramngvcrficy2no44 90 1 Our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 90 2 feature feature NN work_v44vkh6bzramngvcrficy2no44 90 3 templates template NNS work_v44vkh6bzramngvcrficy2no44 90 4 are be VBP work_v44vkh6bzramngvcrficy2no44 90 5 presented present VBN work_v44vkh6bzramngvcrficy2no44 90 6 in in IN work_v44vkh6bzramngvcrficy2no44 90 7 Table table NN work_v44vkh6bzramngvcrficy2no44 90 8 1 1 CD work_v44vkh6bzramngvcrficy2no44 90 9 . . . work_v44vkh6bzramngvcrficy2no44 91 1 The the DT work_v44vkh6bzramngvcrficy2no44 91 2 main main JJ work_v44vkh6bzramngvcrficy2no44 91 3 novelties novelty NNS work_v44vkh6bzramngvcrficy2no44 91 4 with with IN work_v44vkh6bzramngvcrficy2no44 91 5 respect respect NN work_v44vkh6bzramngvcrficy2no44 91 6 to to IN work_v44vkh6bzramngvcrficy2no44 91 7 the the DT work_v44vkh6bzramngvcrficy2no44 91 8 TSP tsp NN work_v44vkh6bzramngvcrficy2no44 91 9 model model NN work_v44vkh6bzramngvcrficy2no44 91 10 are be VBP work_v44vkh6bzramngvcrficy2no44 91 11 the the DT work_v44vkh6bzramngvcrficy2no44 91 12 mixed mixed JJ work_v44vkh6bzramngvcrficy2no44 91 13 word word NN work_v44vkh6bzramngvcrficy2no44 91 14 - - HYPH work_v44vkh6bzramngvcrficy2no44 91 15 POS pos NN work_v44vkh6bzramngvcrficy2no44 91 16 templates template NNS work_v44vkh6bzramngvcrficy2no44 91 17 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 91 18 rows row VBZ work_v44vkh6bzramngvcrficy2no44 91 19 16- 16- NNP work_v44vkh6bzramngvcrficy2no44 91 20 17 17 CD work_v44vkh6bzramngvcrficy2no44 91 21 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 91 22 and and CC work_v44vkh6bzramngvcrficy2no44 91 23 the the DT work_v44vkh6bzramngvcrficy2no44 91 24 shallow shallow JJ work_v44vkh6bzramngvcrficy2no44 91 25 syntax syntax NN work_v44vkh6bzramngvcrficy2no44 91 26 features feature NNS work_v44vkh6bzramngvcrficy2no44 91 27 . . . work_v44vkh6bzramngvcrficy2no44 92 1 In in IN work_v44vkh6bzramngvcrficy2no44 92 2 particular particular JJ work_v44vkh6bzramngvcrficy2no44 92 3 , , , work_v44vkh6bzramngvcrficy2no44 92 4 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 92 5 use use VBP work_v44vkh6bzramngvcrficy2no44 92 6 the the DT work_v44vkh6bzramngvcrficy2no44 92 7 chunk chunk NN work_v44vkh6bzramngvcrficy2no44 92 8 types type NNS work_v44vkh6bzramngvcrficy2no44 92 9 of of IN work_v44vkh6bzramngvcrficy2no44 92 10 i i NNP work_v44vkh6bzramngvcrficy2no44 92 11 , , , work_v44vkh6bzramngvcrficy2no44 92 12 j j NNP work_v44vkh6bzramngvcrficy2no44 92 13 and and CC work_v44vkh6bzramngvcrficy2no44 92 14 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 92 15 context context NN work_v44vkh6bzramngvcrficy2no44 92 16 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 92 17 18 18 CD work_v44vkh6bzramngvcrficy2no44 92 18 - - SYM work_v44vkh6bzramngvcrficy2no44 92 19 19 19 CD work_v44vkh6bzramngvcrficy2no44 92 20 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 92 21 , , , work_v44vkh6bzramngvcrficy2no44 92 22 as as RB work_v44vkh6bzramngvcrficy2no44 92 23 well well RB work_v44vkh6bzramngvcrficy2no44 92 24 as as IN work_v44vkh6bzramngvcrficy2no44 92 25 the the DT work_v44vkh6bzramngvcrficy2no44 92 26 chunk chunk NN work_v44vkh6bzramngvcrficy2no44 92 27 head head NN work_v44vkh6bzramngvcrficy2no44 92 28 words word NNS work_v44vkh6bzramngvcrficy2no44 92 29 of of IN work_v44vkh6bzramngvcrficy2no44 92 30 i i PRP work_v44vkh6bzramngvcrficy2no44 92 31 and and CC work_v44vkh6bzramngvcrficy2no44 92 32 j j NNP work_v44vkh6bzramngvcrficy2no44 92 33 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 92 34 20 20 CD work_v44vkh6bzramngvcrficy2no44 92 35 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 92 36 . . . work_v44vkh6bzramngvcrficy2no44 93 1 Fi- Fi- NNP work_v44vkh6bzramngvcrficy2no44 93 2 nally nally RB work_v44vkh6bzramngvcrficy2no44 93 3 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 93 4 add add VBP work_v44vkh6bzramngvcrficy2no44 93 5 a a DT work_v44vkh6bzramngvcrficy2no44 93 6 feature feature NN work_v44vkh6bzramngvcrficy2no44 93 7 to to TO work_v44vkh6bzramngvcrficy2no44 93 8 indicate indicate VB work_v44vkh6bzramngvcrficy2no44 93 9 whether whether IN work_v44vkh6bzramngvcrficy2no44 93 10 the the DT work_v44vkh6bzramngvcrficy2no44 93 11 words word NNS work_v44vkh6bzramngvcrficy2no44 93 12 i i PRP work_v44vkh6bzramngvcrficy2no44 93 13 and and CC work_v44vkh6bzramngvcrficy2no44 93 14 j j NNP work_v44vkh6bzramngvcrficy2no44 93 15 belong belong VBP work_v44vkh6bzramngvcrficy2no44 93 16 to to IN work_v44vkh6bzramngvcrficy2no44 93 17 the the DT work_v44vkh6bzramngvcrficy2no44 93 18 same same JJ work_v44vkh6bzramngvcrficy2no44 93 19 chunk chunk NN work_v44vkh6bzramngvcrficy2no44 93 20 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 93 21 21 21 CD work_v44vkh6bzramngvcrficy2no44 93 22 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 93 23 . . . work_v44vkh6bzramngvcrficy2no44 94 1 The the DT work_v44vkh6bzramngvcrficy2no44 94 2 jump jump NN work_v44vkh6bzramngvcrficy2no44 94 3 orientation orientation NN work_v44vkh6bzramngvcrficy2no44 94 4 – – : work_v44vkh6bzramngvcrficy2no44 94 5 forward forward RB work_v44vkh6bzramngvcrficy2no44 94 6 / / SYM work_v44vkh6bzramngvcrficy2no44 94 7 backward backward RB work_v44vkh6bzramngvcrficy2no44 94 8 – – : work_v44vkh6bzramngvcrficy2no44 94 9 is be VBZ work_v44vkh6bzramngvcrficy2no44 94 10 included include VBN work_v44vkh6bzramngvcrficy2no44 94 11 in in IN work_v44vkh6bzramngvcrficy2no44 94 12 the the DT work_v44vkh6bzramngvcrficy2no44 94 13 features feature NNS work_v44vkh6bzramngvcrficy2no44 94 14 that that WDT work_v44vkh6bzramngvcrficy2no44 94 15 represent represent VBP work_v44vkh6bzramngvcrficy2no44 94 16 the the DT work_v44vkh6bzramngvcrficy2no44 94 17 words word NNS work_v44vkh6bzramngvcrficy2no44 94 18 comprised comprise VBN work_v44vkh6bzramngvcrficy2no44 94 19 between between IN work_v44vkh6bzramngvcrficy2no44 94 20 i i PRP work_v44vkh6bzramngvcrficy2no44 94 21 and and CC work_v44vkh6bzramngvcrficy2no44 94 22 j j NNP work_v44vkh6bzramngvcrficy2no44 94 23 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 94 24 rows row VBZ work_v44vkh6bzramngvcrficy2no44 94 25 6 6 CD work_v44vkh6bzramngvcrficy2no44 94 26 , , , work_v44vkh6bzramngvcrficy2no44 94 27 7 7 CD work_v44vkh6bzramngvcrficy2no44 94 28 , , , work_v44vkh6bzramngvcrficy2no44 94 29 14 14 CD work_v44vkh6bzramngvcrficy2no44 94 30 , , , work_v44vkh6bzramngvcrficy2no44 94 31 15 15 CD work_v44vkh6bzramngvcrficy2no44 94 32 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 94 33 . . . work_v44vkh6bzramngvcrficy2no44 95 1 No no DT work_v44vkh6bzramngvcrficy2no44 95 2 explicit explicit JJ work_v44vkh6bzramngvcrficy2no44 95 3 indication indication NN work_v44vkh6bzramngvcrficy2no44 95 4 of of IN work_v44vkh6bzramngvcrficy2no44 95 5 the the DT work_v44vkh6bzramngvcrficy2no44 95 6 jump jump NN work_v44vkh6bzramngvcrficy2no44 95 7 length length NN work_v44vkh6bzramngvcrficy2no44 95 8 is be VBZ work_v44vkh6bzramngvcrficy2no44 95 9 included include VBN work_v44vkh6bzramngvcrficy2no44 95 10 in in IN work_v44vkh6bzramngvcrficy2no44 95 11 any any DT work_v44vkh6bzramngvcrficy2no44 95 12 feature feature NN work_v44vkh6bzramngvcrficy2no44 95 13 . . . work_v44vkh6bzramngvcrficy2no44 96 1 3.2 3.2 CD work_v44vkh6bzramngvcrficy2no44 96 2 Training Training NNP work_v44vkh6bzramngvcrficy2no44 96 3 data datum NNS work_v44vkh6bzramngvcrficy2no44 96 4 To to TO work_v44vkh6bzramngvcrficy2no44 96 5 generate generate VB work_v44vkh6bzramngvcrficy2no44 96 6 training training NN work_v44vkh6bzramngvcrficy2no44 96 7 data datum NNS work_v44vkh6bzramngvcrficy2no44 96 8 for for IN work_v44vkh6bzramngvcrficy2no44 96 9 the the DT work_v44vkh6bzramngvcrficy2no44 96 10 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 96 11 , , , work_v44vkh6bzramngvcrficy2no44 96 12 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 96 13 first first RB work_v44vkh6bzramngvcrficy2no44 96 14 extract extract VBP work_v44vkh6bzramngvcrficy2no44 96 15 reference reference NN work_v44vkh6bzramngvcrficy2no44 96 16 reorderings reordering NNS work_v44vkh6bzramngvcrficy2no44 96 17 from from IN work_v44vkh6bzramngvcrficy2no44 96 18 a a DT work_v44vkh6bzramngvcrficy2no44 96 19 word word NN work_v44vkh6bzramngvcrficy2no44 96 20 - - HYPH work_v44vkh6bzramngvcrficy2no44 96 21 aligned align VBN work_v44vkh6bzramngvcrficy2no44 96 22 parallel parallel JJ work_v44vkh6bzramngvcrficy2no44 96 23 corpus corpus NN work_v44vkh6bzramngvcrficy2no44 96 24 . . . work_v44vkh6bzramngvcrficy2no44 97 1 Given give VBN work_v44vkh6bzramngvcrficy2no44 97 2 a a DT work_v44vkh6bzramngvcrficy2no44 97 3 parallel parallel JJ work_v44vkh6bzramngvcrficy2no44 97 4 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 97 5 , , , work_v44vkh6bzramngvcrficy2no44 97 6 differ- differ- XX work_v44vkh6bzramngvcrficy2no44 97 7 ent ent NNP work_v44vkh6bzramngvcrficy2no44 97 8 heuristics heuristic NNS work_v44vkh6bzramngvcrficy2no44 97 9 may may MD work_v44vkh6bzramngvcrficy2no44 97 10 be be VB work_v44vkh6bzramngvcrficy2no44 97 11 used use VBN work_v44vkh6bzramngvcrficy2no44 97 12 to to TO work_v44vkh6bzramngvcrficy2no44 97 13 convert convert VB work_v44vkh6bzramngvcrficy2no44 97 14 arbitrary arbitrary JJ work_v44vkh6bzramngvcrficy2no44 97 15 word word NN work_v44vkh6bzramngvcrficy2no44 97 16 alignments alignment NNS work_v44vkh6bzramngvcrficy2no44 97 17 to to IN work_v44vkh6bzramngvcrficy2no44 97 18 a a DT work_v44vkh6bzramngvcrficy2no44 97 19 source source NN work_v44vkh6bzramngvcrficy2no44 97 20 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 97 21 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 97 22 Birch Birch NNP work_v44vkh6bzramngvcrficy2no44 97 23 et et NNP work_v44vkh6bzramngvcrficy2no44 97 24 al al NNP work_v44vkh6bzramngvcrficy2no44 97 25 . . NNP work_v44vkh6bzramngvcrficy2no44 97 26 , , , work_v44vkh6bzramngvcrficy2no44 97 27 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 97 28 ; ; : work_v44vkh6bzramngvcrficy2no44 97 29 Feng Feng NNP work_v44vkh6bzramngvcrficy2no44 97 30 et et FW work_v44vkh6bzramngvcrficy2no44 97 31 al al NNP work_v44vkh6bzramngvcrficy2no44 97 32 . . NNP work_v44vkh6bzramngvcrficy2no44 97 33 , , , work_v44vkh6bzramngvcrficy2no44 97 34 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 97 35 ; ; : work_v44vkh6bzramngvcrficy2no44 97 36 Visweswariah Visweswariah NNP work_v44vkh6bzramngvcrficy2no44 97 37 et et FW work_v44vkh6bzramngvcrficy2no44 97 38 al al NNP work_v44vkh6bzramngvcrficy2no44 97 39 . . NNP work_v44vkh6bzramngvcrficy2no44 97 40 , , , work_v44vkh6bzramngvcrficy2no44 97 41 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 97 42 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 97 43 . . . work_v44vkh6bzramngvcrficy2no44 98 1 Similarly similarly RB work_v44vkh6bzramngvcrficy2no44 98 2 to to IN work_v44vkh6bzramngvcrficy2no44 98 3 this this DT work_v44vkh6bzramngvcrficy2no44 98 4 last last JJ work_v44vkh6bzramngvcrficy2no44 98 5 work work NN work_v44vkh6bzramngvcrficy2no44 98 6 , , , work_v44vkh6bzramngvcrficy2no44 98 7 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 98 8 compute compute VBP work_v44vkh6bzramngvcrficy2no44 98 9 for for IN work_v44vkh6bzramngvcrficy2no44 98 10 each each DT work_v44vkh6bzramngvcrficy2no44 98 11 source source NN work_v44vkh6bzramngvcrficy2no44 98 12 word word NN work_v44vkh6bzramngvcrficy2no44 98 13 fi fi IN work_v44vkh6bzramngvcrficy2no44 98 14 the the DT work_v44vkh6bzramngvcrficy2no44 98 15 mean mean NNP work_v44vkh6bzramngvcrficy2no44 98 16 ai ai VBP work_v44vkh6bzramngvcrficy2no44 98 17 of of IN work_v44vkh6bzramngvcrficy2no44 98 18 the the DT work_v44vkh6bzramngvcrficy2no44 98 19 target target NN work_v44vkh6bzramngvcrficy2no44 98 20 positions position NNS work_v44vkh6bzramngvcrficy2no44 98 21 aligned align VBN work_v44vkh6bzramngvcrficy2no44 98 22 to to IN work_v44vkh6bzramngvcrficy2no44 98 23 fi fi NN work_v44vkh6bzramngvcrficy2no44 98 24 , , , work_v44vkh6bzramngvcrficy2no44 98 25 then then RB work_v44vkh6bzramngvcrficy2no44 98 26 sort sort VB work_v44vkh6bzramngvcrficy2no44 98 27 the the DT work_v44vkh6bzramngvcrficy2no44 98 28 source source NN work_v44vkh6bzramngvcrficy2no44 98 29 words word NNS work_v44vkh6bzramngvcrficy2no44 98 30 according accord VBG work_v44vkh6bzramngvcrficy2no44 98 31 to to IN work_v44vkh6bzramngvcrficy2no44 98 32 this this DT work_v44vkh6bzramngvcrficy2no44 98 33 value.3 value.3 NN work_v44vkh6bzramngvcrficy2no44 98 34 As as IN work_v44vkh6bzramngvcrficy2no44 98 35 a a DT work_v44vkh6bzramngvcrficy2no44 98 36 difference difference NN work_v44vkh6bzramngvcrficy2no44 98 37 , , , work_v44vkh6bzramngvcrficy2no44 98 38 though though RB work_v44vkh6bzramngvcrficy2no44 98 39 , , , work_v44vkh6bzramngvcrficy2no44 98 40 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 98 41 do do VBP work_v44vkh6bzramngvcrficy2no44 98 42 not not RB work_v44vkh6bzramngvcrficy2no44 98 43 discard discard VB work_v44vkh6bzramngvcrficy2no44 98 44 unaligned unaligned JJ work_v44vkh6bzramngvcrficy2no44 98 45 words word NNS work_v44vkh6bzramngvcrficy2no44 98 46 but but CC work_v44vkh6bzramngvcrficy2no44 98 47 assign assign VB work_v44vkh6bzramngvcrficy2no44 98 48 them -PRON- PRP work_v44vkh6bzramngvcrficy2no44 98 49 the the DT work_v44vkh6bzramngvcrficy2no44 98 50 mean mean NNP work_v44vkh6bzramngvcrficy2no44 98 51 3Using 3Using NNP work_v44vkh6bzramngvcrficy2no44 98 52 the the DT work_v44vkh6bzramngvcrficy2no44 98 53 mean mean NN work_v44vkh6bzramngvcrficy2no44 98 54 of of IN work_v44vkh6bzramngvcrficy2no44 98 55 the the DT work_v44vkh6bzramngvcrficy2no44 98 56 aligned align VBN work_v44vkh6bzramngvcrficy2no44 98 57 indices index NNS work_v44vkh6bzramngvcrficy2no44 98 58 makes make VBZ work_v44vkh6bzramngvcrficy2no44 98 59 the the DT work_v44vkh6bzramngvcrficy2no44 98 60 gener- gener- JJ work_v44vkh6bzramngvcrficy2no44 98 61 ation ation NN work_v44vkh6bzramngvcrficy2no44 98 62 of of IN work_v44vkh6bzramngvcrficy2no44 98 63 reference reference NN work_v44vkh6bzramngvcrficy2no44 98 64 permutations permutation NNS work_v44vkh6bzramngvcrficy2no44 98 65 more more RBR work_v44vkh6bzramngvcrficy2no44 98 66 robust robust JJ work_v44vkh6bzramngvcrficy2no44 98 67 to to TO work_v44vkh6bzramngvcrficy2no44 98 68 alignment alignment VB work_v44vkh6bzramngvcrficy2no44 98 69 er- er- JJ work_v44vkh6bzramngvcrficy2no44 98 70 rors ror NNS work_v44vkh6bzramngvcrficy2no44 98 71 . . . work_v44vkh6bzramngvcrficy2no44 99 1 Admittedly admittedly RB work_v44vkh6bzramngvcrficy2no44 99 2 , , , work_v44vkh6bzramngvcrficy2no44 99 3 this this DT work_v44vkh6bzramngvcrficy2no44 99 4 heuristic heuristic JJ work_v44vkh6bzramngvcrficy2no44 99 5 does do VBZ work_v44vkh6bzramngvcrficy2no44 99 6 not not RB work_v44vkh6bzramngvcrficy2no44 99 7 handle handle VB work_v44vkh6bzramngvcrficy2no44 99 8 well well RB work_v44vkh6bzramngvcrficy2no44 99 9 the the DT work_v44vkh6bzramngvcrficy2no44 99 10 case case NN work_v44vkh6bzramngvcrficy2no44 99 11 of of IN work_v44vkh6bzramngvcrficy2no44 99 12 source source NN work_v44vkh6bzramngvcrficy2no44 99 13 words word NNS work_v44vkh6bzramngvcrficy2no44 99 14 that that WDT work_v44vkh6bzramngvcrficy2no44 99 15 are be VBP work_v44vkh6bzramngvcrficy2no44 99 16 correctly correctly RB work_v44vkh6bzramngvcrficy2no44 99 17 aligned align VBN work_v44vkh6bzramngvcrficy2no44 99 18 to to IN work_v44vkh6bzramngvcrficy2no44 99 19 non non JJ work_v44vkh6bzramngvcrficy2no44 99 20 - - JJ work_v44vkh6bzramngvcrficy2no44 99 21 consecutive consecutive JJ work_v44vkh6bzramngvcrficy2no44 99 22 tar- tar- NN work_v44vkh6bzramngvcrficy2no44 99 23 get get VB work_v44vkh6bzramngvcrficy2no44 99 24 words word NNS work_v44vkh6bzramngvcrficy2no44 99 25 . . . work_v44vkh6bzramngvcrficy2no44 100 1 However however RB work_v44vkh6bzramngvcrficy2no44 100 2 , , , work_v44vkh6bzramngvcrficy2no44 100 3 this this DT work_v44vkh6bzramngvcrficy2no44 100 4 phenomenon phenomenon NN work_v44vkh6bzramngvcrficy2no44 100 5 is be VBZ work_v44vkh6bzramngvcrficy2no44 100 6 also also RB work_v44vkh6bzramngvcrficy2no44 100 7 not not RB work_v44vkh6bzramngvcrficy2no44 100 8 captured capture VBN work_v44vkh6bzramngvcrficy2no44 100 9 by by IN work_v44vkh6bzramngvcrficy2no44 100 10 standard standard JJ work_v44vkh6bzramngvcrficy2no44 100 11 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 100 12 models model NNS work_v44vkh6bzramngvcrficy2no44 100 13 , , , work_v44vkh6bzramngvcrficy2no44 100 14 who who WP work_v44vkh6bzramngvcrficy2no44 100 15 only only RB work_v44vkh6bzramngvcrficy2no44 100 16 learn learn VBP work_v44vkh6bzramngvcrficy2no44 100 17 continuous continuous JJ work_v44vkh6bzramngvcrficy2no44 100 18 phrases phrase NNS work_v44vkh6bzramngvcrficy2no44 100 19 . . . work_v44vkh6bzramngvcrficy2no44 101 1 i!2 i!2 NNP work_v44vkh6bzramngvcrficy2no44 101 2 i!1 i!1 NNP work_v44vkh6bzramngvcrficy2no44 101 3 i i PRP work_v44vkh6bzramngvcrficy2no44 101 4 i+1 i+1 VBZ work_v44vkh6bzramngvcrficy2no44 101 5 b b NNP work_v44vkh6bzramngvcrficy2no44 101 6 j!1 j!1 NNP work_v44vkh6bzramngvcrficy2no44 101 7 j j NNP work_v44vkh6bzramngvcrficy2no44 101 8 j+1 j+1 NNP work_v44vkh6bzramngvcrficy2no44 101 9 1 1 CD work_v44vkh6bzramngvcrficy2no44 101 10 w w NNP work_v44vkh6bzramngvcrficy2no44 101 11 w w NNP work_v44vkh6bzramngvcrficy2no44 101 12 2 2 NNP work_v44vkh6bzramngvcrficy2no44 101 13 w w NNP work_v44vkh6bzramngvcrficy2no44 101 14 w w NNP work_v44vkh6bzramngvcrficy2no44 101 15 w w NNP work_v44vkh6bzramngvcrficy2no44 101 16 3 3 NNP work_v44vkh6bzramngvcrficy2no44 101 17 w w NNP work_v44vkh6bzramngvcrficy2no44 101 18 w w NNP work_v44vkh6bzramngvcrficy2no44 101 19 w w NNP work_v44vkh6bzramngvcrficy2no44 101 20 w w NNP work_v44vkh6bzramngvcrficy2no44 101 21 4 4 CD work_v44vkh6bzramngvcrficy2no44 101 22 w w NNP work_v44vkh6bzramngvcrficy2no44 101 23 w w NNP work_v44vkh6bzramngvcrficy2no44 101 24 w w NNP work_v44vkh6bzramngvcrficy2no44 101 25 w w NNP work_v44vkh6bzramngvcrficy2no44 101 26 5 5 NNP work_v44vkh6bzramngvcrficy2no44 101 27 w w NNP work_v44vkh6bzramngvcrficy2no44 101 28 w w NNP work_v44vkh6bzramngvcrficy2no44 101 29 w w NNP work_v44vkh6bzramngvcrficy2no44 101 30 w w NNP work_v44vkh6bzramngvcrficy2no44 101 31 6 6 CD work_v44vkh6bzramngvcrficy2no44 101 32 w w NNP work_v44vkh6bzramngvcrficy2no44 101 33 w w NNP work_v44vkh6bzramngvcrficy2no44 101 34 w w NNP work_v44vkh6bzramngvcrficy2no44 101 35 7 7 CD work_v44vkh6bzramngvcrficy2no44 101 36 wall wall NNP work_v44vkh6bzramngvcrficy2no44 101 37 w w NNP work_v44vkh6bzramngvcrficy2no44 101 38 w w NNP work_v44vkh6bzramngvcrficy2no44 101 39 8 8 CD work_v44vkh6bzramngvcrficy2no44 101 40 p p NN work_v44vkh6bzramngvcrficy2no44 101 41 p p NN work_v44vkh6bzramngvcrficy2no44 101 42 9 9 CD work_v44vkh6bzramngvcrficy2no44 101 43 p p NN work_v44vkh6bzramngvcrficy2no44 101 44 p p NN work_v44vkh6bzramngvcrficy2no44 101 45 p p NN work_v44vkh6bzramngvcrficy2no44 101 46 10 10 CD work_v44vkh6bzramngvcrficy2no44 101 47 p p NN work_v44vkh6bzramngvcrficy2no44 101 48 p p NN work_v44vkh6bzramngvcrficy2no44 101 49 p p NN work_v44vkh6bzramngvcrficy2no44 101 50 p p NN work_v44vkh6bzramngvcrficy2no44 101 51 11 11 CD work_v44vkh6bzramngvcrficy2no44 101 52 p p NN work_v44vkh6bzramngvcrficy2no44 101 53 p p NN work_v44vkh6bzramngvcrficy2no44 101 54 p p NN work_v44vkh6bzramngvcrficy2no44 101 55 p p NN work_v44vkh6bzramngvcrficy2no44 101 56 12 12 CD work_v44vkh6bzramngvcrficy2no44 101 57 p p NN work_v44vkh6bzramngvcrficy2no44 101 58 p p NN work_v44vkh6bzramngvcrficy2no44 101 59 p p NN work_v44vkh6bzramngvcrficy2no44 101 60 p p NN work_v44vkh6bzramngvcrficy2no44 101 61 13 13 CD work_v44vkh6bzramngvcrficy2no44 101 62 p p NN work_v44vkh6bzramngvcrficy2no44 101 63 p p NN work_v44vkh6bzramngvcrficy2no44 101 64 p p NN work_v44vkh6bzramngvcrficy2no44 101 65 p p NN work_v44vkh6bzramngvcrficy2no44 101 66 p p NN work_v44vkh6bzramngvcrficy2no44 101 67 p p NN work_v44vkh6bzramngvcrficy2no44 101 68 14 14 CD work_v44vkh6bzramngvcrficy2no44 101 69 p p NN work_v44vkh6bzramngvcrficy2no44 101 70 p p NN work_v44vkh6bzramngvcrficy2no44 101 71 p p NN work_v44vkh6bzramngvcrficy2no44 101 72 15 15 CD work_v44vkh6bzramngvcrficy2no44 101 73 pall pall NN work_v44vkh6bzramngvcrficy2no44 101 74 p p NNP work_v44vkh6bzramngvcrficy2no44 101 75 p p NNP work_v44vkh6bzramngvcrficy2no44 101 76 16 16 CD work_v44vkh6bzramngvcrficy2no44 101 77 w w NN work_v44vkh6bzramngvcrficy2no44 101 78 p p NNP work_v44vkh6bzramngvcrficy2no44 101 79 17 17 CD work_v44vkh6bzramngvcrficy2no44 101 80 p p NN work_v44vkh6bzramngvcrficy2no44 101 81 w w NNP work_v44vkh6bzramngvcrficy2no44 101 82 18 18 CD work_v44vkh6bzramngvcrficy2no44 101 83 c c NN work_v44vkh6bzramngvcrficy2no44 101 84 c c NN work_v44vkh6bzramngvcrficy2no44 101 85 19 19 CD work_v44vkh6bzramngvcrficy2no44 101 86 c c NN work_v44vkh6bzramngvcrficy2no44 101 87 c c NN work_v44vkh6bzramngvcrficy2no44 101 88 c c NN work_v44vkh6bzramngvcrficy2no44 101 89 c c NN work_v44vkh6bzramngvcrficy2no44 101 90 c c NN work_v44vkh6bzramngvcrficy2no44 101 91 c c NN work_v44vkh6bzramngvcrficy2no44 101 92 20 20 CD work_v44vkh6bzramngvcrficy2no44 101 93 h h NN work_v44vkh6bzramngvcrficy2no44 101 94 h h NN work_v44vkh6bzramngvcrficy2no44 101 95 21 21 CD work_v44vkh6bzramngvcrficy2no44 101 96 belong belong NN work_v44vkh6bzramngvcrficy2no44 101 97 to to IN work_v44vkh6bzramngvcrficy2no44 101 98 same same JJ work_v44vkh6bzramngvcrficy2no44 101 99 chunk(i chunk(i NNP work_v44vkh6bzramngvcrficy2no44 101 100 , , , work_v44vkh6bzramngvcrficy2no44 101 101 j j NNP work_v44vkh6bzramngvcrficy2no44 101 102 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 101 103 ? ? . work_v44vkh6bzramngvcrficy2no44 102 1 w w LS work_v44vkh6bzramngvcrficy2no44 102 2 : : : work_v44vkh6bzramngvcrficy2no44 102 3 word word NN work_v44vkh6bzramngvcrficy2no44 102 4 identity identity NN work_v44vkh6bzramngvcrficy2no44 102 5 , , , work_v44vkh6bzramngvcrficy2no44 102 6 p p NN work_v44vkh6bzramngvcrficy2no44 102 7 : : : work_v44vkh6bzramngvcrficy2no44 102 8 POS POS NNP work_v44vkh6bzramngvcrficy2no44 102 9 tag tag NN work_v44vkh6bzramngvcrficy2no44 102 10 , , , work_v44vkh6bzramngvcrficy2no44 102 11 c c NN work_v44vkh6bzramngvcrficy2no44 102 12 : : : work_v44vkh6bzramngvcrficy2no44 102 13 chunk chunk NN work_v44vkh6bzramngvcrficy2no44 102 14 type type NN work_v44vkh6bzramngvcrficy2no44 102 15 , , , work_v44vkh6bzramngvcrficy2no44 102 16 h h NN work_v44vkh6bzramngvcrficy2no44 102 17 : : : work_v44vkh6bzramngvcrficy2no44 102 18 chunk chunk NN work_v44vkh6bzramngvcrficy2no44 102 19 head head NN work_v44vkh6bzramngvcrficy2no44 102 20 Table table NN work_v44vkh6bzramngvcrficy2no44 102 21 1 1 CD work_v44vkh6bzramngvcrficy2no44 102 22 : : : work_v44vkh6bzramngvcrficy2no44 102 23 Feature feature NN work_v44vkh6bzramngvcrficy2no44 102 24 templates template NNS work_v44vkh6bzramngvcrficy2no44 102 25 used use VBN work_v44vkh6bzramngvcrficy2no44 102 26 to to TO work_v44vkh6bzramngvcrficy2no44 102 27 learn learn VB work_v44vkh6bzramngvcrficy2no44 102 28 whether whether IN work_v44vkh6bzramngvcrficy2no44 102 29 a a DT work_v44vkh6bzramngvcrficy2no44 102 30 source source NN work_v44vkh6bzramngvcrficy2no44 102 31 position position NN work_v44vkh6bzramngvcrficy2no44 102 32 j j NNP work_v44vkh6bzramngvcrficy2no44 102 33 is be VBZ work_v44vkh6bzramngvcrficy2no44 102 34 to to TO work_v44vkh6bzramngvcrficy2no44 102 35 be be VB work_v44vkh6bzramngvcrficy2no44 102 36 translated translate VBN work_v44vkh6bzramngvcrficy2no44 102 37 right right RB work_v44vkh6bzramngvcrficy2no44 102 38 after after IN work_v44vkh6bzramngvcrficy2no44 102 39 i. i. NN work_v44vkh6bzramngvcrficy2no44 103 1 Positions position NNS work_v44vkh6bzramngvcrficy2no44 103 2 com- com- NN work_v44vkh6bzramngvcrficy2no44 103 3 prised prise VBD work_v44vkh6bzramngvcrficy2no44 103 4 between between IN work_v44vkh6bzramngvcrficy2no44 103 5 i i PRP work_v44vkh6bzramngvcrficy2no44 103 6 and and CC work_v44vkh6bzramngvcrficy2no44 103 7 j j NNP work_v44vkh6bzramngvcrficy2no44 103 8 are be VBP work_v44vkh6bzramngvcrficy2no44 103 9 denoted denote VBN work_v44vkh6bzramngvcrficy2no44 103 10 by by IN work_v44vkh6bzramngvcrficy2no44 103 11 b b NN work_v44vkh6bzramngvcrficy2no44 103 12 and and CC work_v44vkh6bzramngvcrficy2no44 103 13 generate generate VB work_v44vkh6bzramngvcrficy2no44 103 14 two two CD work_v44vkh6bzramngvcrficy2no44 103 15 feature feature NN work_v44vkh6bzramngvcrficy2no44 103 16 templates template NNS work_v44vkh6bzramngvcrficy2no44 103 17 : : : work_v44vkh6bzramngvcrficy2no44 103 18 one one CD work_v44vkh6bzramngvcrficy2no44 103 19 for for IN work_v44vkh6bzramngvcrficy2no44 103 20 each each DT work_v44vkh6bzramngvcrficy2no44 103 21 position position NN work_v44vkh6bzramngvcrficy2no44 103 22 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 103 23 6 6 CD work_v44vkh6bzramngvcrficy2no44 103 24 and and CC work_v44vkh6bzramngvcrficy2no44 103 25 14 14 CD work_v44vkh6bzramngvcrficy2no44 103 26 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 103 27 and and CC work_v44vkh6bzramngvcrficy2no44 103 28 one one CD work_v44vkh6bzramngvcrficy2no44 103 29 for for IN work_v44vkh6bzramngvcrficy2no44 103 30 the the DT work_v44vkh6bzramngvcrficy2no44 103 31 concatentation concatentation NN work_v44vkh6bzramngvcrficy2no44 103 32 of of IN work_v44vkh6bzramngvcrficy2no44 103 33 them -PRON- PRP work_v44vkh6bzramngvcrficy2no44 103 34 all all DT work_v44vkh6bzramngvcrficy2no44 103 35 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 103 36 7 7 CD work_v44vkh6bzramngvcrficy2no44 103 37 and and CC work_v44vkh6bzramngvcrficy2no44 103 38 15 15 CD work_v44vkh6bzramngvcrficy2no44 103 39 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 103 40 . . . work_v44vkh6bzramngvcrficy2no44 104 1 of of IN work_v44vkh6bzramngvcrficy2no44 104 2 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 104 3 neighbouring neighbouring NN work_v44vkh6bzramngvcrficy2no44 104 4 words word NNS work_v44vkh6bzramngvcrficy2no44 104 5 ’ ' '' work_v44vkh6bzramngvcrficy2no44 104 6 alignment alignment NN work_v44vkh6bzramngvcrficy2no44 104 7 means mean VBZ work_v44vkh6bzramngvcrficy2no44 104 8 , , , work_v44vkh6bzramngvcrficy2no44 104 9 so so IN work_v44vkh6bzramngvcrficy2no44 104 10 that that IN work_v44vkh6bzramngvcrficy2no44 104 11 a a DT work_v44vkh6bzramngvcrficy2no44 104 12 complete complete JJ work_v44vkh6bzramngvcrficy2no44 104 13 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 104 14 of of IN work_v44vkh6bzramngvcrficy2no44 104 15 the the DT work_v44vkh6bzramngvcrficy2no44 104 16 source source NN work_v44vkh6bzramngvcrficy2no44 104 17 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 104 18 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 104 19 ") ") `` work_v44vkh6bzramngvcrficy2no44 104 20 is be VBZ work_v44vkh6bzramngvcrficy2no44 104 21 obtained obtain VBN work_v44vkh6bzramngvcrficy2no44 104 22 . . . work_v44vkh6bzramngvcrficy2no44 105 1 Table table NN work_v44vkh6bzramngvcrficy2no44 105 2 2(a 2(a CD work_v44vkh6bzramngvcrficy2no44 105 3 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 105 4 illustrates illustrate VBZ work_v44vkh6bzramngvcrficy2no44 105 5 this this DT work_v44vkh6bzramngvcrficy2no44 105 6 procedure procedure NN work_v44vkh6bzramngvcrficy2no44 105 7 . . . work_v44vkh6bzramngvcrficy2no44 106 1 Given give VBN work_v44vkh6bzramngvcrficy2no44 106 2 the the DT work_v44vkh6bzramngvcrficy2no44 106 3 reference reference NN work_v44vkh6bzramngvcrficy2no44 106 4 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 106 5 , , , work_v44vkh6bzramngvcrficy2no44 106 6 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 106 7 then then RB work_v44vkh6bzramngvcrficy2no44 106 8 gener- gener- VBP work_v44vkh6bzramngvcrficy2no44 106 9 ate eat VBD work_v44vkh6bzramngvcrficy2no44 106 10 positive positive JJ work_v44vkh6bzramngvcrficy2no44 106 11 and and CC work_v44vkh6bzramngvcrficy2no44 106 12 negative negative JJ work_v44vkh6bzramngvcrficy2no44 106 13 training training NN work_v44vkh6bzramngvcrficy2no44 106 14 samples sample NNS work_v44vkh6bzramngvcrficy2no44 106 15 by by IN work_v44vkh6bzramngvcrficy2no44 106 16 simu- simu- NN work_v44vkh6bzramngvcrficy2no44 106 17 lating lating NN work_v44vkh6bzramngvcrficy2no44 106 18 the the DT work_v44vkh6bzramngvcrficy2no44 106 19 decoding decoding JJ work_v44vkh6bzramngvcrficy2no44 106 20 process process NN work_v44vkh6bzramngvcrficy2no44 106 21 . . . work_v44vkh6bzramngvcrficy2no44 107 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 107 2 traverse traverse VBP work_v44vkh6bzramngvcrficy2no44 107 3 the the DT work_v44vkh6bzramngvcrficy2no44 107 4 source source NN work_v44vkh6bzramngvcrficy2no44 107 5 positions position NNS work_v44vkh6bzramngvcrficy2no44 107 6 in in IN work_v44vkh6bzramngvcrficy2no44 107 7 the the DT work_v44vkh6bzramngvcrficy2no44 107 8 order order NN work_v44vkh6bzramngvcrficy2no44 107 9 defined define VBN work_v44vkh6bzramngvcrficy2no44 107 10 by by IN work_v44vkh6bzramngvcrficy2no44 107 11 " " '' work_v44vkh6bzramngvcrficy2no44 107 12 , , , work_v44vkh6bzramngvcrficy2no44 107 13 keeping keep VBG work_v44vkh6bzramngvcrficy2no44 107 14 track track NN work_v44vkh6bzramngvcrficy2no44 107 15 of of IN work_v44vkh6bzramngvcrficy2no44 107 16 the the DT work_v44vkh6bzramngvcrficy2no44 107 17 positions position NNS work_v44vkh6bzramngvcrficy2no44 107 18 that that WDT work_v44vkh6bzramngvcrficy2no44 107 19 have have VBP work_v44vkh6bzramngvcrficy2no44 107 20 already already RB work_v44vkh6bzramngvcrficy2no44 107 21 been be VBN work_v44vkh6bzramngvcrficy2no44 107 22 covered cover VBN work_v44vkh6bzramngvcrficy2no44 107 23 and and CC work_v44vkh6bzramngvcrficy2no44 107 24 , , , work_v44vkh6bzramngvcrficy2no44 107 25 for for IN work_v44vkh6bzramngvcrficy2no44 107 26 each each DT work_v44vkh6bzramngvcrficy2no44 107 27 t t NN work_v44vkh6bzramngvcrficy2no44 107 28 : : : work_v44vkh6bzramngvcrficy2no44 107 29 1 1 CD work_v44vkh6bzramngvcrficy2no44 107 30 " " `` work_v44vkh6bzramngvcrficy2no44 107 31 t t NNP work_v44vkh6bzramngvcrficy2no44 107 32 " " '' work_v44vkh6bzramngvcrficy2no44 107 33 J J NNP work_v44vkh6bzramngvcrficy2no44 107 34 , , , work_v44vkh6bzramngvcrficy2no44 107 35 generate generate NN work_v44vkh6bzramngvcrficy2no44 107 36 : : : work_v44vkh6bzramngvcrficy2no44 107 37 • • VB work_v44vkh6bzramngvcrficy2no44 107 38 one one CD work_v44vkh6bzramngvcrficy2no44 107 39 positive positive JJ work_v44vkh6bzramngvcrficy2no44 107 40 sample sample NN work_v44vkh6bzramngvcrficy2no44 107 41 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 107 42 R!t,!t+1 R!t,!t+1 NNP work_v44vkh6bzramngvcrficy2no44 107 43 = = SYM work_v44vkh6bzramngvcrficy2no44 107 44 1 1 CD work_v44vkh6bzramngvcrficy2no44 107 45 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 107 46 for for IN work_v44vkh6bzramngvcrficy2no44 107 47 the the DT work_v44vkh6bzramngvcrficy2no44 107 48 source source NN work_v44vkh6bzramngvcrficy2no44 107 49 position position NN work_v44vkh6bzramngvcrficy2no44 107 50 that that WDT work_v44vkh6bzramngvcrficy2no44 107 51 comes come VBZ work_v44vkh6bzramngvcrficy2no44 107 52 right right RB work_v44vkh6bzramngvcrficy2no44 107 53 after after IN work_v44vkh6bzramngvcrficy2no44 107 54 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 107 55 , , , work_v44vkh6bzramngvcrficy2no44 107 56 • • VB work_v44vkh6bzramngvcrficy2no44 107 57 a a DT work_v44vkh6bzramngvcrficy2no44 107 58 negative negative JJ work_v44vkh6bzramngvcrficy2no44 107 59 sample sample NN work_v44vkh6bzramngvcrficy2no44 107 60 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 107 61 R!t R!t NNP work_v44vkh6bzramngvcrficy2no44 107 62 , , , work_v44vkh6bzramngvcrficy2no44 107 63 u=0 u=0 NNS work_v44vkh6bzramngvcrficy2no44 107 64 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 107 65 for for IN work_v44vkh6bzramngvcrficy2no44 107 66 each each DT work_v44vkh6bzramngvcrficy2no44 107 67 source source NN work_v44vkh6bzramngvcrficy2no44 107 68 position position NN work_v44vkh6bzramngvcrficy2no44 107 69 in in IN work_v44vkh6bzramngvcrficy2no44 107 70 { { -LRB- work_v44vkh6bzramngvcrficy2no44 107 71 u u NN work_v44vkh6bzramngvcrficy2no44 107 72 : : : work_v44vkh6bzramngvcrficy2no44 107 73 " " `` work_v44vkh6bzramngvcrficy2no44 107 74 t!#+1 t!#+1 NNP work_v44vkh6bzramngvcrficy2no44 107 75 < < XX work_v44vkh6bzramngvcrficy2no44 107 76 u u NNP work_v44vkh6bzramngvcrficy2no44 107 77 < < XX work_v44vkh6bzramngvcrficy2no44 107 78 " " `` work_v44vkh6bzramngvcrficy2no44 107 79 t+#+1 t+#+1 VBG work_v44vkh6bzramngvcrficy2no44 107 80 # # $ work_v44vkh6bzramngvcrficy2no44 107 81 u u NNP work_v44vkh6bzramngvcrficy2no44 107 82 $ $ $ work_v44vkh6bzramngvcrficy2no44 107 83 = = SYM work_v44vkh6bzramngvcrficy2no44 107 84 " " `` work_v44vkh6bzramngvcrficy2no44 107 85 t+1 t+1 NN work_v44vkh6bzramngvcrficy2no44 107 86 } } -RRB- work_v44vkh6bzramngvcrficy2no44 107 87 that that WDT work_v44vkh6bzramngvcrficy2no44 107 88 has have VBZ work_v44vkh6bzramngvcrficy2no44 107 89 not not RB work_v44vkh6bzramngvcrficy2no44 107 90 yet yet RB work_v44vkh6bzramngvcrficy2no44 107 91 been be VBN work_v44vkh6bzramngvcrficy2no44 107 92 translated translate VBN work_v44vkh6bzramngvcrficy2no44 107 93 . . . work_v44vkh6bzramngvcrficy2no44 108 1 Here here RB work_v44vkh6bzramngvcrficy2no44 108 2 , , , work_v44vkh6bzramngvcrficy2no44 108 3 the the DT work_v44vkh6bzramngvcrficy2no44 108 4 sampling sampling NN work_v44vkh6bzramngvcrficy2no44 108 5 window window NN work_v44vkh6bzramngvcrficy2no44 108 6 # # NNP work_v44vkh6bzramngvcrficy2no44 108 7 serves serve VBZ work_v44vkh6bzramngvcrficy2no44 108 8 to to TO work_v44vkh6bzramngvcrficy2no44 108 9 control control VB work_v44vkh6bzramngvcrficy2no44 108 10 the the DT work_v44vkh6bzramngvcrficy2no44 108 11 size size NN work_v44vkh6bzramngvcrficy2no44 108 12 of of IN work_v44vkh6bzramngvcrficy2no44 108 13 the the DT work_v44vkh6bzramngvcrficy2no44 108 14 training training NN work_v44vkh6bzramngvcrficy2no44 108 15 data datum NNS work_v44vkh6bzramngvcrficy2no44 108 16 and and CC work_v44vkh6bzramngvcrficy2no44 108 17 the the DT work_v44vkh6bzramngvcrficy2no44 108 18 proportion proportion NN work_v44vkh6bzramngvcrficy2no44 108 19 between between IN work_v44vkh6bzramngvcrficy2no44 108 20 positive positive JJ work_v44vkh6bzramngvcrficy2no44 108 21 and and CC work_v44vkh6bzramngvcrficy2no44 108 22 negative negative JJ work_v44vkh6bzramngvcrficy2no44 108 23 samples sample NNS work_v44vkh6bzramngvcrficy2no44 108 24 . . . work_v44vkh6bzramngvcrficy2no44 109 1 Its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 109 2 value value NN work_v44vkh6bzramngvcrficy2no44 109 3 naturally naturally RB work_v44vkh6bzramngvcrficy2no44 109 4 correlates correlate VBZ work_v44vkh6bzramngvcrficy2no44 109 5 with with IN work_v44vkh6bzramngvcrficy2no44 109 6 the the DT work_v44vkh6bzramngvcrficy2no44 109 7 DL DL NNP work_v44vkh6bzramngvcrficy2no44 109 8 used use VBN work_v44vkh6bzramngvcrficy2no44 109 9 in in IN work_v44vkh6bzramngvcrficy2no44 109 10 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 109 11 . . . work_v44vkh6bzramngvcrficy2no44 110 1 The the DT work_v44vkh6bzramngvcrficy2no44 110 2 gener- gener- JJ work_v44vkh6bzramngvcrficy2no44 110 3 ation ation NN work_v44vkh6bzramngvcrficy2no44 110 4 of of IN work_v44vkh6bzramngvcrficy2no44 110 5 training training NN work_v44vkh6bzramngvcrficy2no44 110 6 samples sample NNS work_v44vkh6bzramngvcrficy2no44 110 7 is be VBZ work_v44vkh6bzramngvcrficy2no44 110 8 illustrated illustrate VBN work_v44vkh6bzramngvcrficy2no44 110 9 by by IN work_v44vkh6bzramngvcrficy2no44 110 10 Table table NN work_v44vkh6bzramngvcrficy2no44 110 11 2(b 2(b CD work_v44vkh6bzramngvcrficy2no44 110 12 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 110 13 . . . work_v44vkh6bzramngvcrficy2no44 111 1 330 330 CD work_v44vkh6bzramngvcrficy2no44 111 2 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 111 3 a a LS work_v44vkh6bzramngvcrficy2no44 111 4 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 111 5 Converting convert VBG work_v44vkh6bzramngvcrficy2no44 111 6 word word NN work_v44vkh6bzramngvcrficy2no44 111 7 alignments alignment VBZ work_v44vkh6bzramngvcrficy2no44 111 8 to to IN work_v44vkh6bzramngvcrficy2no44 111 9 a a DT work_v44vkh6bzramngvcrficy2no44 111 10 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 111 11 : : : work_v44vkh6bzramngvcrficy2no44 111 12 source source NN work_v44vkh6bzramngvcrficy2no44 111 13 words word NNS work_v44vkh6bzramngvcrficy2no44 111 14 are be VBP work_v44vkh6bzramngvcrficy2no44 111 15 sorted sort VBN work_v44vkh6bzramngvcrficy2no44 111 16 by by IN work_v44vkh6bzramngvcrficy2no44 111 17 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 111 18 target target NN work_v44vkh6bzramngvcrficy2no44 111 19 alignments alignment NNS work_v44vkh6bzramngvcrficy2no44 111 20 mean mean VBP work_v44vkh6bzramngvcrficy2no44 111 21 a. a. NN work_v44vkh6bzramngvcrficy2no44 112 1 The the DT work_v44vkh6bzramngvcrficy2no44 112 2 unaligned unaligned JJ work_v44vkh6bzramngvcrficy2no44 112 3 word word NN work_v44vkh6bzramngvcrficy2no44 112 4 “ " `` work_v44vkh6bzramngvcrficy2no44 112 5 D d NN work_v44vkh6bzramngvcrficy2no44 112 6 ” " '' work_v44vkh6bzramngvcrficy2no44 112 7 is be VBZ work_v44vkh6bzramngvcrficy2no44 112 8 assigned assign VBN work_v44vkh6bzramngvcrficy2no44 112 9 the the DT work_v44vkh6bzramngvcrficy2no44 112 10 mean mean NN work_v44vkh6bzramngvcrficy2no44 112 11 of of IN work_v44vkh6bzramngvcrficy2no44 112 12 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 112 13 neighbouring neighbouring NN work_v44vkh6bzramngvcrficy2no44 112 14 words word NNS work_v44vkh6bzramngvcrficy2no44 112 15 ’ ' '' work_v44vkh6bzramngvcrficy2no44 112 16 a a DT work_v44vkh6bzramngvcrficy2no44 112 17 values value NNS work_v44vkh6bzramngvcrficy2no44 112 18 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 112 19 2 2 CD work_v44vkh6bzramngvcrficy2no44 112 20 + + SYM work_v44vkh6bzramngvcrficy2no44 112 21 5)/2 5)/2 CD work_v44vkh6bzramngvcrficy2no44 112 22 = = SYM work_v44vkh6bzramngvcrficy2no44 112 23 3.5 3.5 CD work_v44vkh6bzramngvcrficy2no44 112 24 : : : work_v44vkh6bzramngvcrficy2no44 112 25 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 112 26 b b NN work_v44vkh6bzramngvcrficy2no44 112 27 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 112 28 Generating generate VBG work_v44vkh6bzramngvcrficy2no44 112 29 binary binary JJ work_v44vkh6bzramngvcrficy2no44 112 30 samples sample NNS work_v44vkh6bzramngvcrficy2no44 112 31 by by IN work_v44vkh6bzramngvcrficy2no44 112 32 simulating simulate VBG work_v44vkh6bzramngvcrficy2no44 112 33 the the DT work_v44vkh6bzramngvcrficy2no44 112 34 decoding decoding JJ work_v44vkh6bzramngvcrficy2no44 112 35 process process NN work_v44vkh6bzramngvcrficy2no44 112 36 : : : work_v44vkh6bzramngvcrficy2no44 112 37 shaded shaded JJ work_v44vkh6bzramngvcrficy2no44 112 38 rounds round NNS work_v44vkh6bzramngvcrficy2no44 112 39 represent represent VBP work_v44vkh6bzramngvcrficy2no44 112 40 cov- cov- JJ work_v44vkh6bzramngvcrficy2no44 112 41 ered ered JJ work_v44vkh6bzramngvcrficy2no44 112 42 positions position NNS work_v44vkh6bzramngvcrficy2no44 112 43 , , , work_v44vkh6bzramngvcrficy2no44 112 44 while while IN work_v44vkh6bzramngvcrficy2no44 112 45 dashed dash VBN work_v44vkh6bzramngvcrficy2no44 112 46 arrows arrow NNS work_v44vkh6bzramngvcrficy2no44 112 47 represent represent VBP work_v44vkh6bzramngvcrficy2no44 112 48 negative negative JJ work_v44vkh6bzramngvcrficy2no44 112 49 samples sample NNS work_v44vkh6bzramngvcrficy2no44 112 50 : : : work_v44vkh6bzramngvcrficy2no44 112 51 Table table NN work_v44vkh6bzramngvcrficy2no44 112 52 2 2 CD work_v44vkh6bzramngvcrficy2no44 112 53 : : : work_v44vkh6bzramngvcrficy2no44 112 54 The the DT work_v44vkh6bzramngvcrficy2no44 112 55 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 112 56 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 112 57 training training NN work_v44vkh6bzramngvcrficy2no44 112 58 data data NN work_v44vkh6bzramngvcrficy2no44 112 59 generation generation NN work_v44vkh6bzramngvcrficy2no44 112 60 process process NN work_v44vkh6bzramngvcrficy2no44 112 61 . . . work_v44vkh6bzramngvcrficy2no44 113 1 3.3 3.3 CD work_v44vkh6bzramngvcrficy2no44 113 2 Integration integration NN work_v44vkh6bzramngvcrficy2no44 113 3 into into IN work_v44vkh6bzramngvcrficy2no44 113 4 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 113 5 - - HYPH work_v44vkh6bzramngvcrficy2no44 113 6 based base VBN work_v44vkh6bzramngvcrficy2no44 113 7 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 113 8 Rather rather RB work_v44vkh6bzramngvcrficy2no44 113 9 than than IN work_v44vkh6bzramngvcrficy2no44 113 10 using use VBG work_v44vkh6bzramngvcrficy2no44 113 11 the the DT work_v44vkh6bzramngvcrficy2no44 113 12 new new JJ work_v44vkh6bzramngvcrficy2no44 113 13 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 113 14 model model NN work_v44vkh6bzramngvcrficy2no44 113 15 for for IN work_v44vkh6bzramngvcrficy2no44 113 16 data datum NNS work_v44vkh6bzramngvcrficy2no44 113 17 pre pre NN work_v44vkh6bzramngvcrficy2no44 113 18 - - JJ work_v44vkh6bzramngvcrficy2no44 113 19 processing processing NN work_v44vkh6bzramngvcrficy2no44 113 20 as as IN work_v44vkh6bzramngvcrficy2no44 113 21 done do VBN work_v44vkh6bzramngvcrficy2no44 113 22 by by IN work_v44vkh6bzramngvcrficy2no44 113 23 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 113 24 Visweswariah Visweswariah NNP work_v44vkh6bzramngvcrficy2no44 113 25 et et FW work_v44vkh6bzramngvcrficy2no44 113 26 al al NNP work_v44vkh6bzramngvcrficy2no44 113 27 . . NNP work_v44vkh6bzramngvcrficy2no44 113 28 , , , work_v44vkh6bzramngvcrficy2no44 113 29 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 113 30 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 113 31 , , , work_v44vkh6bzramngvcrficy2no44 113 32 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 113 33 directly directly RB work_v44vkh6bzramngvcrficy2no44 113 34 integrate integrate VBP work_v44vkh6bzramngvcrficy2no44 113 35 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 113 36 into into IN work_v44vkh6bzramngvcrficy2no44 113 37 the the DT work_v44vkh6bzramngvcrficy2no44 113 38 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 113 39 de- de- XX work_v44vkh6bzramngvcrficy2no44 113 40 coder coder VBP work_v44vkh6bzramngvcrficy2no44 113 41 Moses Moses NNP work_v44vkh6bzramngvcrficy2no44 113 42 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 113 43 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 113 44 et et NNP work_v44vkh6bzramngvcrficy2no44 113 45 al al NNP work_v44vkh6bzramngvcrficy2no44 113 46 . . NNP work_v44vkh6bzramngvcrficy2no44 113 47 , , , work_v44vkh6bzramngvcrficy2no44 113 48 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 113 49 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 113 50 . . . work_v44vkh6bzramngvcrficy2no44 114 1 Two two CD work_v44vkh6bzramngvcrficy2no44 114 2 main main JJ work_v44vkh6bzramngvcrficy2no44 114 3 computation computation NN work_v44vkh6bzramngvcrficy2no44 114 4 phases phase NNS work_v44vkh6bzramngvcrficy2no44 114 5 are be VBP work_v44vkh6bzramngvcrficy2no44 114 6 required require VBN work_v44vkh6bzramngvcrficy2no44 114 7 by by IN work_v44vkh6bzramngvcrficy2no44 114 8 the the DT work_v44vkh6bzramngvcrficy2no44 114 9 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 114 10 model model NN work_v44vkh6bzramngvcrficy2no44 114 11 : : : work_v44vkh6bzramngvcrficy2no44 114 12 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 114 13 i i NN work_v44vkh6bzramngvcrficy2no44 114 14 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 114 15 at at IN work_v44vkh6bzramngvcrficy2no44 114 16 system system NN work_v44vkh6bzramngvcrficy2no44 114 17 initialization initialization NN work_v44vkh6bzramngvcrficy2no44 114 18 time time NN work_v44vkh6bzramngvcrficy2no44 114 19 , , , work_v44vkh6bzramngvcrficy2no44 114 20 all all DT work_v44vkh6bzramngvcrficy2no44 114 21 fea- fea- NNS work_v44vkh6bzramngvcrficy2no44 114 22 ture ture NN work_v44vkh6bzramngvcrficy2no44 114 23 weights weight NNS work_v44vkh6bzramngvcrficy2no44 114 24 are be VBP work_v44vkh6bzramngvcrficy2no44 114 25 loaded load VBN work_v44vkh6bzramngvcrficy2no44 114 26 into into IN work_v44vkh6bzramngvcrficy2no44 114 27 memory memory NN work_v44vkh6bzramngvcrficy2no44 114 28 , , , work_v44vkh6bzramngvcrficy2no44 114 29 and and CC work_v44vkh6bzramngvcrficy2no44 114 30 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 114 31 ii ii NN work_v44vkh6bzramngvcrficy2no44 114 32 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 114 33 before before IN work_v44vkh6bzramngvcrficy2no44 114 34 translating translate VBG work_v44vkh6bzramngvcrficy2no44 114 35 each each DT work_v44vkh6bzramngvcrficy2no44 114 36 new new JJ work_v44vkh6bzramngvcrficy2no44 114 37 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 114 38 , , , work_v44vkh6bzramngvcrficy2no44 114 39 features feature NNS work_v44vkh6bzramngvcrficy2no44 114 40 are be VBP work_v44vkh6bzramngvcrficy2no44 114 41 extracted extract VBN work_v44vkh6bzramngvcrficy2no44 114 42 from from IN work_v44vkh6bzramngvcrficy2no44 114 43 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 114 44 and and CC work_v44vkh6bzramngvcrficy2no44 114 45 model model NN work_v44vkh6bzramngvcrficy2no44 114 46 probabilities probability NNS work_v44vkh6bzramngvcrficy2no44 114 47 are be VBP work_v44vkh6bzramngvcrficy2no44 114 48 pre pre VBN work_v44vkh6bzramngvcrficy2no44 114 49 - - VBN work_v44vkh6bzramngvcrficy2no44 114 50 computed compute VBN work_v44vkh6bzramngvcrficy2no44 114 51 for for IN work_v44vkh6bzramngvcrficy2no44 114 52 each each DT work_v44vkh6bzramngvcrficy2no44 114 53 pair pair NN work_v44vkh6bzramngvcrficy2no44 114 54 of of IN work_v44vkh6bzramngvcrficy2no44 114 55 source source NN work_v44vkh6bzramngvcrficy2no44 114 56 positions position NNS work_v44vkh6bzramngvcrficy2no44 114 57 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 114 58 i i PRP work_v44vkh6bzramngvcrficy2no44 114 59 , , , work_v44vkh6bzramngvcrficy2no44 114 60 j j NNP work_v44vkh6bzramngvcrficy2no44 114 61 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 114 62 such such JJ work_v44vkh6bzramngvcrficy2no44 114 63 that that IN work_v44vkh6bzramngvcrficy2no44 114 64 |j |j NNP work_v44vkh6bzramngvcrficy2no44 114 65 ! ! . work_v44vkh6bzramngvcrficy2no44 115 1 i i PRP work_v44vkh6bzramngvcrficy2no44 115 2 ! ! . work_v44vkh6bzramngvcrficy2no44 116 1 1| 1| CD work_v44vkh6bzramngvcrficy2no44 116 2 " " `` work_v44vkh6bzramngvcrficy2no44 116 3 DL DL NNP work_v44vkh6bzramngvcrficy2no44 116 4 . . . work_v44vkh6bzramngvcrficy2no44 117 1 Note note VB work_v44vkh6bzramngvcrficy2no44 117 2 that that IN work_v44vkh6bzramngvcrficy2no44 117 3 this this DT work_v44vkh6bzramngvcrficy2no44 117 4 efficient efficient JJ work_v44vkh6bzramngvcrficy2no44 117 5 solution solution NN work_v44vkh6bzramngvcrficy2no44 117 6 is be VBZ work_v44vkh6bzramngvcrficy2no44 117 7 possible possible JJ work_v44vkh6bzramngvcrficy2no44 117 8 because because IN work_v44vkh6bzramngvcrficy2no44 117 9 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 117 10 model model NN work_v44vkh6bzramngvcrficy2no44 117 11 does do VBZ work_v44vkh6bzramngvcrficy2no44 117 12 not not RB work_v44vkh6bzramngvcrficy2no44 117 13 employ employ VB work_v44vkh6bzramngvcrficy2no44 117 14 de- de- RB work_v44vkh6bzramngvcrficy2no44 117 15 coding code VBG work_v44vkh6bzramngvcrficy2no44 117 16 history history NN work_v44vkh6bzramngvcrficy2no44 117 17 - - HYPH work_v44vkh6bzramngvcrficy2no44 117 18 based base VBN work_v44vkh6bzramngvcrficy2no44 117 19 features feature NNS work_v44vkh6bzramngvcrficy2no44 117 20 , , , work_v44vkh6bzramngvcrficy2no44 117 21 like like IN work_v44vkh6bzramngvcrficy2no44 117 22 the the DT work_v44vkh6bzramngvcrficy2no44 117 23 word word NN work_v44vkh6bzramngvcrficy2no44 117 24 that that WDT work_v44vkh6bzramngvcrficy2no44 117 25 was be VBD work_v44vkh6bzramngvcrficy2no44 117 26 translated translate VBN work_v44vkh6bzramngvcrficy2no44 117 27 before before IN work_v44vkh6bzramngvcrficy2no44 117 28 the the DT work_v44vkh6bzramngvcrficy2no44 117 29 last last JJ work_v44vkh6bzramngvcrficy2no44 117 30 one one NN work_v44vkh6bzramngvcrficy2no44 117 31 , , , work_v44vkh6bzramngvcrficy2no44 117 32 or or CC work_v44vkh6bzramngvcrficy2no44 117 33 like like IN work_v44vkh6bzramngvcrficy2no44 117 34 the the DT work_v44vkh6bzramngvcrficy2no44 117 35 previous previous JJ work_v44vkh6bzramngvcrficy2no44 117 36 jump jump NN work_v44vkh6bzramngvcrficy2no44 117 37 legth legth NN work_v44vkh6bzramngvcrficy2no44 117 38 . . . work_v44vkh6bzramngvcrficy2no44 118 1 This this DT work_v44vkh6bzramngvcrficy2no44 118 2 is be VBZ work_v44vkh6bzramngvcrficy2no44 118 3 an an DT work_v44vkh6bzramngvcrficy2no44 118 4 important important JJ work_v44vkh6bzramngvcrficy2no44 118 5 difference difference NN work_v44vkh6bzramngvcrficy2no44 118 6 with with IN work_v44vkh6bzramngvcrficy2no44 118 7 re- re- JJ work_v44vkh6bzramngvcrficy2no44 118 8 spect spect NN work_v44vkh6bzramngvcrficy2no44 118 9 to to IN work_v44vkh6bzramngvcrficy2no44 118 10 the the DT work_v44vkh6bzramngvcrficy2no44 118 11 reordered reorder VBN work_v44vkh6bzramngvcrficy2no44 118 12 source source NN work_v44vkh6bzramngvcrficy2no44 118 13 LM LM NNP work_v44vkh6bzramngvcrficy2no44 118 14 proposed propose VBN work_v44vkh6bzramngvcrficy2no44 118 15 by by IN work_v44vkh6bzramngvcrficy2no44 118 16 Feng Feng NNP work_v44vkh6bzramngvcrficy2no44 118 17 et et FW work_v44vkh6bzramngvcrficy2no44 118 18 al al NNP work_v44vkh6bzramngvcrficy2no44 118 19 . . . work_v44vkh6bzramngvcrficy2no44 119 1 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 119 2 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 119 3 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 119 4 , , , work_v44vkh6bzramngvcrficy2no44 119 5 which which WDT work_v44vkh6bzramngvcrficy2no44 119 6 requires require VBZ work_v44vkh6bzramngvcrficy2no44 119 7 inclusion inclusion NN work_v44vkh6bzramngvcrficy2no44 119 8 of of IN work_v44vkh6bzramngvcrficy2no44 119 9 the the DT work_v44vkh6bzramngvcrficy2no44 119 10 last last JJ work_v44vkh6bzramngvcrficy2no44 119 11 n n JJ work_v44vkh6bzramngvcrficy2no44 119 12 translated translate VBN work_v44vkh6bzramngvcrficy2no44 119 13 words word NNS work_v44vkh6bzramngvcrficy2no44 119 14 in in IN work_v44vkh6bzramngvcrficy2no44 119 15 the the DT work_v44vkh6bzramngvcrficy2no44 119 16 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 119 17 state state NN work_v44vkh6bzramngvcrficy2no44 119 18 . . . work_v44vkh6bzramngvcrficy2no44 120 1 Fig fig NN work_v44vkh6bzramngvcrficy2no44 120 2 . . . work_v44vkh6bzramngvcrficy2no44 121 1 1 1 CD work_v44vkh6bzramngvcrficy2no44 121 2 illustrates illustrate VBZ work_v44vkh6bzramngvcrficy2no44 121 3 the the DT work_v44vkh6bzramngvcrficy2no44 121 4 scoring score VBG work_v44vkh6bzramngvcrficy2no44 121 5 process process NN work_v44vkh6bzramngvcrficy2no44 121 6 : : : work_v44vkh6bzramngvcrficy2no44 121 7 when when WRB work_v44vkh6bzramngvcrficy2no44 121 8 a a DT work_v44vkh6bzramngvcrficy2no44 121 9 par- par- NN work_v44vkh6bzramngvcrficy2no44 121 10 tial tial JJ work_v44vkh6bzramngvcrficy2no44 121 11 translation translation NN work_v44vkh6bzramngvcrficy2no44 121 12 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 121 13 H h NN work_v44vkh6bzramngvcrficy2no44 121 14 is be VBZ work_v44vkh6bzramngvcrficy2no44 121 15 expanded expand VBN work_v44vkh6bzramngvcrficy2no44 121 16 by by IN work_v44vkh6bzramngvcrficy2no44 121 17 cover- cover- NNP work_v44vkh6bzramngvcrficy2no44 121 18 ing ing NNP work_v44vkh6bzramngvcrficy2no44 121 19 a a DT work_v44vkh6bzramngvcrficy2no44 121 20 new new JJ work_v44vkh6bzramngvcrficy2no44 121 21 source source NN work_v44vkh6bzramngvcrficy2no44 121 22 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 121 23 f̃ f̃ NNP work_v44vkh6bzramngvcrficy2no44 121 24 , , , work_v44vkh6bzramngvcrficy2no44 121 25 the the DT work_v44vkh6bzramngvcrficy2no44 121 26 model model NN work_v44vkh6bzramngvcrficy2no44 121 27 returns return VBZ work_v44vkh6bzramngvcrficy2no44 121 28 the the DT work_v44vkh6bzramngvcrficy2no44 121 29 log log NN work_v44vkh6bzramngvcrficy2no44 121 30 - - HYPH work_v44vkh6bzramngvcrficy2no44 121 31 probability probability NN work_v44vkh6bzramngvcrficy2no44 121 32 of of IN work_v44vkh6bzramngvcrficy2no44 121 33 translating translate VBG work_v44vkh6bzramngvcrficy2no44 121 34 the the DT work_v44vkh6bzramngvcrficy2no44 121 35 words word NNS work_v44vkh6bzramngvcrficy2no44 121 36 of of IN work_v44vkh6bzramngvcrficy2no44 121 37 f̃ f̃ NNP work_v44vkh6bzramngvcrficy2no44 121 38 in in IN work_v44vkh6bzramngvcrficy2no44 121 39 that that DT work_v44vkh6bzramngvcrficy2no44 121 40 particular particular JJ work_v44vkh6bzramngvcrficy2no44 121 41 order order NN work_v44vkh6bzramngvcrficy2no44 121 42 , , , work_v44vkh6bzramngvcrficy2no44 121 43 just just RB work_v44vkh6bzramngvcrficy2no44 121 44 after after IN work_v44vkh6bzramngvcrficy2no44 121 45 the the DT work_v44vkh6bzramngvcrficy2no44 121 46 last last JJ work_v44vkh6bzramngvcrficy2no44 121 47 translated translate VBN work_v44vkh6bzramngvcrficy2no44 121 48 word word NN work_v44vkh6bzramngvcrficy2no44 121 49 of of IN work_v44vkh6bzramngvcrficy2no44 121 50 H. H. NNP work_v44vkh6bzramngvcrficy2no44 121 51 In in IN work_v44vkh6bzramngvcrficy2no44 121 52 details detail NNS work_v44vkh6bzramngvcrficy2no44 121 53 , , , work_v44vkh6bzramngvcrficy2no44 121 54 this this DT work_v44vkh6bzramngvcrficy2no44 121 55 is be VBZ work_v44vkh6bzramngvcrficy2no44 121 56 done do VBN work_v44vkh6bzramngvcrficy2no44 121 57 by by IN work_v44vkh6bzramngvcrficy2no44 121 58 converting convert VBG work_v44vkh6bzramngvcrficy2no44 121 59 the the DT work_v44vkh6bzramngvcrficy2no44 121 60 phrase- phrase- NN work_v44vkh6bzramngvcrficy2no44 121 61 internal internal JJ work_v44vkh6bzramngvcrficy2no44 121 62 word word NN work_v44vkh6bzramngvcrficy2no44 121 63 alignment4 alignment4 NNP work_v44vkh6bzramngvcrficy2no44 121 64 to to IN work_v44vkh6bzramngvcrficy2no44 121 65 a a DT work_v44vkh6bzramngvcrficy2no44 121 66 source source NN work_v44vkh6bzramngvcrficy2no44 121 67 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 121 68 , , , work_v44vkh6bzramngvcrficy2no44 121 69 in in IN work_v44vkh6bzramngvcrficy2no44 121 70 just just RB work_v44vkh6bzramngvcrficy2no44 121 71 the the DT work_v44vkh6bzramngvcrficy2no44 121 72 same same JJ work_v44vkh6bzramngvcrficy2no44 121 73 way way NN work_v44vkh6bzramngvcrficy2no44 121 74 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 121 75 was be VBD work_v44vkh6bzramngvcrficy2no44 121 76 done do VBN work_v44vkh6bzramngvcrficy2no44 121 77 to to TO work_v44vkh6bzramngvcrficy2no44 121 78 produce produce VB work_v44vkh6bzramngvcrficy2no44 121 79 the the DT work_v44vkh6bzramngvcrficy2no44 121 80 model model NN work_v44vkh6bzramngvcrficy2no44 121 81 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 121 82 training training NN work_v44vkh6bzramngvcrficy2no44 121 83 examples example NNS work_v44vkh6bzramngvcrficy2no44 121 84 . . . work_v44vkh6bzramngvcrficy2no44 122 1 Thus thus RB work_v44vkh6bzramngvcrficy2no44 122 2 , , , work_v44vkh6bzramngvcrficy2no44 122 3 the the DT work_v44vkh6bzramngvcrficy2no44 122 4 global global JJ work_v44vkh6bzramngvcrficy2no44 122 5 score score NN work_v44vkh6bzramngvcrficy2no44 122 6 is be VBZ work_v44vkh6bzramngvcrficy2no44 122 7 inde- inde- VBN work_v44vkh6bzramngvcrficy2no44 122 8 pendent pendent NN work_v44vkh6bzramngvcrficy2no44 122 9 from from IN work_v44vkh6bzramngvcrficy2no44 122 10 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 122 11 segmentation segmentation NN work_v44vkh6bzramngvcrficy2no44 122 12 , , , work_v44vkh6bzramngvcrficy2no44 122 13 and and CC work_v44vkh6bzramngvcrficy2no44 122 14 normalized normalize VBD work_v44vkh6bzramngvcrficy2no44 122 15 across across IN work_v44vkh6bzramngvcrficy2no44 122 16 outputs output NNS work_v44vkh6bzramngvcrficy2no44 122 17 of of IN work_v44vkh6bzramngvcrficy2no44 122 18 different different JJ work_v44vkh6bzramngvcrficy2no44 122 19 lengths length NNS work_v44vkh6bzramngvcrficy2no44 122 20 : : : work_v44vkh6bzramngvcrficy2no44 122 21 that that RB work_v44vkh6bzramngvcrficy2no44 122 22 is is RB work_v44vkh6bzramngvcrficy2no44 122 23 , , , work_v44vkh6bzramngvcrficy2no44 122 24 the the DT work_v44vkh6bzramngvcrficy2no44 122 25 proba- proba- NN work_v44vkh6bzramngvcrficy2no44 122 26 bility bility NN work_v44vkh6bzramngvcrficy2no44 122 27 of of IN work_v44vkh6bzramngvcrficy2no44 122 28 any any DT work_v44vkh6bzramngvcrficy2no44 122 29 complete complete JJ work_v44vkh6bzramngvcrficy2no44 122 30 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 122 31 decomposes decompose NNS work_v44vkh6bzramngvcrficy2no44 122 32 into into IN work_v44vkh6bzramngvcrficy2no44 122 33 J J NNP work_v44vkh6bzramngvcrficy2no44 122 34 factors factor NNS work_v44vkh6bzramngvcrficy2no44 122 35 , , , work_v44vkh6bzramngvcrficy2no44 122 36 where where WRB work_v44vkh6bzramngvcrficy2no44 122 37 J J NNP work_v44vkh6bzramngvcrficy2no44 122 38 is be VBZ work_v44vkh6bzramngvcrficy2no44 122 39 the the DT work_v44vkh6bzramngvcrficy2no44 122 40 length length NN work_v44vkh6bzramngvcrficy2no44 122 41 of of IN work_v44vkh6bzramngvcrficy2no44 122 42 the the DT work_v44vkh6bzramngvcrficy2no44 122 43 input input NN work_v44vkh6bzramngvcrficy2no44 122 44 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 122 45 . . . work_v44vkh6bzramngvcrficy2no44 123 1 The the DT work_v44vkh6bzramngvcrficy2no44 123 2 WaW waw NN work_v44vkh6bzramngvcrficy2no44 123 3 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 123 4 model model NN work_v44vkh6bzramngvcrficy2no44 123 5 is be VBZ work_v44vkh6bzramngvcrficy2no44 123 6 fully fully RB work_v44vkh6bzramngvcrficy2no44 123 7 compatible compatible JJ work_v44vkh6bzramngvcrficy2no44 123 8 with with IN work_v44vkh6bzramngvcrficy2no44 123 9 , , , work_v44vkh6bzramngvcrficy2no44 123 10 and and CC work_v44vkh6bzramngvcrficy2no44 123 11 complementary complementary JJ work_v44vkh6bzramngvcrficy2no44 123 12 to to IN work_v44vkh6bzramngvcrficy2no44 123 13 the the DT work_v44vkh6bzramngvcrficy2no44 123 14 lexicalized lexicalized JJ work_v44vkh6bzramngvcrficy2no44 123 15 reorder- reorder- NNP work_v44vkh6bzramngvcrficy2no44 123 16 ing ing NNP work_v44vkh6bzramngvcrficy2no44 123 17 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 123 18 phrase phrase NNP work_v44vkh6bzramngvcrficy2no44 123 19 orientation orientation NN work_v44vkh6bzramngvcrficy2no44 123 20 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 123 21 models model NNS work_v44vkh6bzramngvcrficy2no44 123 22 included include VBN work_v44vkh6bzramngvcrficy2no44 123 23 in in IN work_v44vkh6bzramngvcrficy2no44 123 24 Moses Moses NNP work_v44vkh6bzramngvcrficy2no44 123 25 . . . work_v44vkh6bzramngvcrficy2no44 124 1 Figure figure NN work_v44vkh6bzramngvcrficy2no44 124 2 1 1 CD work_v44vkh6bzramngvcrficy2no44 124 3 : : : work_v44vkh6bzramngvcrficy2no44 124 4 Integrating integrate VBG work_v44vkh6bzramngvcrficy2no44 124 5 the the DT work_v44vkh6bzramngvcrficy2no44 124 6 binary binary JJ work_v44vkh6bzramngvcrficy2no44 124 7 word word NN work_v44vkh6bzramngvcrficy2no44 124 8 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 124 9 model model NN work_v44vkh6bzramngvcrficy2no44 124 10 into into IN work_v44vkh6bzramngvcrficy2no44 124 11 a a DT work_v44vkh6bzramngvcrficy2no44 124 12 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 124 13 - - HYPH work_v44vkh6bzramngvcrficy2no44 124 14 based base VBN work_v44vkh6bzramngvcrficy2no44 124 15 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 124 16 : : : work_v44vkh6bzramngvcrficy2no44 124 17 when when WRB work_v44vkh6bzramngvcrficy2no44 124 18 a a DT work_v44vkh6bzramngvcrficy2no44 124 19 new new JJ work_v44vkh6bzramngvcrficy2no44 124 20 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 124 21 is be VBZ work_v44vkh6bzramngvcrficy2no44 124 22 covered cover VBN work_v44vkh6bzramngvcrficy2no44 124 23 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 124 24 dashed dash VBN work_v44vkh6bzramngvcrficy2no44 124 25 boxes box NNS work_v44vkh6bzramngvcrficy2no44 124 26 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 124 27 , , , work_v44vkh6bzramngvcrficy2no44 124 28 the the DT work_v44vkh6bzramngvcrficy2no44 124 29 model model NN work_v44vkh6bzramngvcrficy2no44 124 30 returns return VBZ work_v44vkh6bzramngvcrficy2no44 124 31 the the DT work_v44vkh6bzramngvcrficy2no44 124 32 log- log- JJ work_v44vkh6bzramngvcrficy2no44 124 33 probability probability NN work_v44vkh6bzramngvcrficy2no44 124 34 of of IN work_v44vkh6bzramngvcrficy2no44 124 35 translating translate VBG work_v44vkh6bzramngvcrficy2no44 124 36 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 124 37 words word NNS work_v44vkh6bzramngvcrficy2no44 124 38 in in IN work_v44vkh6bzramngvcrficy2no44 124 39 the the DT work_v44vkh6bzramngvcrficy2no44 124 40 order order NN work_v44vkh6bzramngvcrficy2no44 124 41 defined define VBN work_v44vkh6bzramngvcrficy2no44 124 42 by by IN work_v44vkh6bzramngvcrficy2no44 124 43 the the DT work_v44vkh6bzramngvcrficy2no44 124 44 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 124 45 - - HYPH work_v44vkh6bzramngvcrficy2no44 124 46 internal internal JJ work_v44vkh6bzramngvcrficy2no44 124 47 word word NN work_v44vkh6bzramngvcrficy2no44 124 48 alignment alignment NN work_v44vkh6bzramngvcrficy2no44 124 49 . . . work_v44vkh6bzramngvcrficy2no44 125 1 4 4 LS work_v44vkh6bzramngvcrficy2no44 125 2 Early early JJ work_v44vkh6bzramngvcrficy2no44 125 3 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 125 4 of of IN work_v44vkh6bzramngvcrficy2no44 125 5 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 125 6 steps step NNS work_v44vkh6bzramngvcrficy2no44 125 7 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 125 8 now now RB work_v44vkh6bzramngvcrficy2no44 125 9 explain explain VBP work_v44vkh6bzramngvcrficy2no44 125 10 how how WRB work_v44vkh6bzramngvcrficy2no44 125 11 the the DT work_v44vkh6bzramngvcrficy2no44 125 12 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 125 13 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 125 14 model model NN work_v44vkh6bzramngvcrficy2no44 125 15 can can MD work_v44vkh6bzramngvcrficy2no44 125 16 be be VB work_v44vkh6bzramngvcrficy2no44 125 17 used use VBN work_v44vkh6bzramngvcrficy2no44 125 18 to to TO work_v44vkh6bzramngvcrficy2no44 125 19 dynamically dynamically RB work_v44vkh6bzramngvcrficy2no44 125 20 refine refine VB work_v44vkh6bzramngvcrficy2no44 125 21 the the DT work_v44vkh6bzramngvcrficy2no44 125 22 input input NN work_v44vkh6bzramngvcrficy2no44 125 23 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 125 24 space space NN work_v44vkh6bzramngvcrficy2no44 125 25 . . . work_v44vkh6bzramngvcrficy2no44 126 1 This this DT work_v44vkh6bzramngvcrficy2no44 126 2 method method NN work_v44vkh6bzramngvcrficy2no44 126 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 126 4 not not RB work_v44vkh6bzramngvcrficy2no44 126 5 dependent dependent JJ work_v44vkh6bzramngvcrficy2no44 126 6 on on IN work_v44vkh6bzramngvcrficy2no44 126 7 the the DT work_v44vkh6bzramngvcrficy2no44 126 8 particu- particu- NN work_v44vkh6bzramngvcrficy2no44 126 9 lar lar NN work_v44vkh6bzramngvcrficy2no44 126 10 classifier classifier NNP work_v44vkh6bzramngvcrficy2no44 126 11 described describe VBN work_v44vkh6bzramngvcrficy2no44 126 12 in in IN work_v44vkh6bzramngvcrficy2no44 126 13 this this DT work_v44vkh6bzramngvcrficy2no44 126 14 paper paper NN work_v44vkh6bzramngvcrficy2no44 126 15 , , , work_v44vkh6bzramngvcrficy2no44 126 16 but but CC work_v44vkh6bzramngvcrficy2no44 126 17 can can MD work_v44vkh6bzramngvcrficy2no44 126 18 in in IN work_v44vkh6bzramngvcrficy2no44 126 19 prin- prin- JJ work_v44vkh6bzramngvcrficy2no44 126 20 ciple ciple NN work_v44vkh6bzramngvcrficy2no44 126 21 work work NN work_v44vkh6bzramngvcrficy2no44 126 22 with with IN work_v44vkh6bzramngvcrficy2no44 126 23 any any DT work_v44vkh6bzramngvcrficy2no44 126 24 device device NN work_v44vkh6bzramngvcrficy2no44 126 25 estimating estimate VBG work_v44vkh6bzramngvcrficy2no44 126 26 the the DT work_v44vkh6bzramngvcrficy2no44 126 27 probabil- probabil- JJ work_v44vkh6bzramngvcrficy2no44 126 28 ity ity NN work_v44vkh6bzramngvcrficy2no44 126 29 of of IN work_v44vkh6bzramngvcrficy2no44 126 30 translating translate VBG work_v44vkh6bzramngvcrficy2no44 126 31 a a DT work_v44vkh6bzramngvcrficy2no44 126 32 given give VBN work_v44vkh6bzramngvcrficy2no44 126 33 input input NN work_v44vkh6bzramngvcrficy2no44 126 34 word word NN work_v44vkh6bzramngvcrficy2no44 126 35 after after IN work_v44vkh6bzramngvcrficy2no44 126 36 another another DT work_v44vkh6bzramngvcrficy2no44 126 37 . . . work_v44vkh6bzramngvcrficy2no44 127 1 The the DT work_v44vkh6bzramngvcrficy2no44 127 2 method method NN work_v44vkh6bzramngvcrficy2no44 127 3 consists consist VBZ work_v44vkh6bzramngvcrficy2no44 127 4 of of IN work_v44vkh6bzramngvcrficy2no44 127 5 querying query VBG work_v44vkh6bzramngvcrficy2no44 127 6 the the DT work_v44vkh6bzramngvcrficy2no44 127 7 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 127 8 model model NN work_v44vkh6bzramngvcrficy2no44 127 9 at at IN work_v44vkh6bzramngvcrficy2no44 127 10 the the DT work_v44vkh6bzramngvcrficy2no44 127 11 time time NN work_v44vkh6bzramngvcrficy2no44 127 12 of of IN work_v44vkh6bzramngvcrficy2no44 127 13 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 127 14 expansion expansion NN work_v44vkh6bzramngvcrficy2no44 127 15 , , , work_v44vkh6bzramngvcrficy2no44 127 16 and and CC work_v44vkh6bzramngvcrficy2no44 127 17 fil- fil- RB work_v44vkh6bzramngvcrficy2no44 127 18 tering tere VBG work_v44vkh6bzramngvcrficy2no44 127 19 out out RP work_v44vkh6bzramngvcrficy2no44 127 20 hypotheses hypothesis NNS work_v44vkh6bzramngvcrficy2no44 127 21 solely solely RB work_v44vkh6bzramngvcrficy2no44 127 22 based base VBN work_v44vkh6bzramngvcrficy2no44 127 23 on on IN work_v44vkh6bzramngvcrficy2no44 127 24 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 127 25 reorder- reorder- JJ work_v44vkh6bzramngvcrficy2no44 127 26 ing ing NN work_v44vkh6bzramngvcrficy2no44 127 27 score score NN work_v44vkh6bzramngvcrficy2no44 127 28 . . . work_v44vkh6bzramngvcrficy2no44 128 1 The the DT work_v44vkh6bzramngvcrficy2no44 128 2 rationale rationale NN work_v44vkh6bzramngvcrficy2no44 128 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 128 4 to to TO work_v44vkh6bzramngvcrficy2no44 128 5 avoid avoid VB work_v44vkh6bzramngvcrficy2no44 128 6 costly costly JJ work_v44vkh6bzramngvcrficy2no44 128 7 hypoth- hypoth- PRP$ work_v44vkh6bzramngvcrficy2no44 128 8 esis esis NN work_v44vkh6bzramngvcrficy2no44 128 9 expansions expansion NNS work_v44vkh6bzramngvcrficy2no44 128 10 for for IN work_v44vkh6bzramngvcrficy2no44 128 11 those those DT work_v44vkh6bzramngvcrficy2no44 128 12 source source NN work_v44vkh6bzramngvcrficy2no44 128 13 positions position NNS work_v44vkh6bzramngvcrficy2no44 128 14 that that IN work_v44vkh6bzramngvcrficy2no44 128 15 the the DT work_v44vkh6bzramngvcrficy2no44 128 16 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 128 17 model model NN work_v44vkh6bzramngvcrficy2no44 128 18 considers consider VBZ work_v44vkh6bzramngvcrficy2no44 128 19 very very RB work_v44vkh6bzramngvcrficy2no44 128 20 unlikely unlikely JJ work_v44vkh6bzramngvcrficy2no44 128 21 to to TO work_v44vkh6bzramngvcrficy2no44 128 22 be be VB work_v44vkh6bzramngvcrficy2no44 128 23 cov- cov- RB work_v44vkh6bzramngvcrficy2no44 128 24 ered ere VBN work_v44vkh6bzramngvcrficy2no44 128 25 at at IN work_v44vkh6bzramngvcrficy2no44 128 26 a a DT work_v44vkh6bzramngvcrficy2no44 128 27 given give VBN work_v44vkh6bzramngvcrficy2no44 128 28 point point NN work_v44vkh6bzramngvcrficy2no44 128 29 of of IN work_v44vkh6bzramngvcrficy2no44 128 30 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 128 31 . . . work_v44vkh6bzramngvcrficy2no44 129 1 In in IN work_v44vkh6bzramngvcrficy2no44 129 2 practice practice NN work_v44vkh6bzramngvcrficy2no44 129 3 , , , work_v44vkh6bzramngvcrficy2no44 129 4 this this DT work_v44vkh6bzramngvcrficy2no44 129 5 works work VBZ work_v44vkh6bzramngvcrficy2no44 129 6 as as IN work_v44vkh6bzramngvcrficy2no44 129 7 follows follow VBZ work_v44vkh6bzramngvcrficy2no44 129 8 : : : work_v44vkh6bzramngvcrficy2no44 129 9 • • VB work_v44vkh6bzramngvcrficy2no44 129 10 at at IN work_v44vkh6bzramngvcrficy2no44 129 11 each each DT work_v44vkh6bzramngvcrficy2no44 129 12 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 129 13 expansion expansion NN work_v44vkh6bzramngvcrficy2no44 129 14 , , , work_v44vkh6bzramngvcrficy2no44 129 15 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 129 16 first first RB work_v44vkh6bzramngvcrficy2no44 129 17 enumer- enumer- NN work_v44vkh6bzramngvcrficy2no44 129 18 ate eat VBD work_v44vkh6bzramngvcrficy2no44 129 19 the the DT work_v44vkh6bzramngvcrficy2no44 129 20 set set NN work_v44vkh6bzramngvcrficy2no44 129 21 of of IN work_v44vkh6bzramngvcrficy2no44 129 22 uncovered uncovered JJ work_v44vkh6bzramngvcrficy2no44 129 23 input input NN work_v44vkh6bzramngvcrficy2no44 129 24 positions position NNS work_v44vkh6bzramngvcrficy2no44 129 25 that that WDT work_v44vkh6bzramngvcrficy2no44 129 26 are be VBP work_v44vkh6bzramngvcrficy2no44 129 27 reachable reachable JJ work_v44vkh6bzramngvcrficy2no44 129 28 within within IN work_v44vkh6bzramngvcrficy2no44 129 29 a a DT work_v44vkh6bzramngvcrficy2no44 129 30 fixed fix VBN work_v44vkh6bzramngvcrficy2no44 129 31 DL DL NNP work_v44vkh6bzramngvcrficy2no44 129 32 , , , work_v44vkh6bzramngvcrficy2no44 129 33 and and CC work_v44vkh6bzramngvcrficy2no44 129 34 query query NN work_v44vkh6bzramngvcrficy2no44 129 35 the the DT work_v44vkh6bzramngvcrficy2no44 129 36 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 129 37 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 129 38 model model NN work_v44vkh6bzramngvcrficy2no44 129 39 for for IN work_v44vkh6bzramngvcrficy2no44 129 40 each each DT work_v44vkh6bzramngvcrficy2no44 129 41 of of IN work_v44vkh6bzramngvcrficy2no44 129 42 them5 them5 NN work_v44vkh6bzramngvcrficy2no44 129 43 ; ; : work_v44vkh6bzramngvcrficy2no44 129 44 4Phrase 4phrase CD work_v44vkh6bzramngvcrficy2no44 129 45 - - HYPH work_v44vkh6bzramngvcrficy2no44 129 46 internal internal JJ work_v44vkh6bzramngvcrficy2no44 129 47 alignments alignment NNS work_v44vkh6bzramngvcrficy2no44 129 48 are be VBP work_v44vkh6bzramngvcrficy2no44 129 49 provided provide VBN work_v44vkh6bzramngvcrficy2no44 129 50 in in IN work_v44vkh6bzramngvcrficy2no44 129 51 the the DT work_v44vkh6bzramngvcrficy2no44 129 52 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 129 53 table table NN work_v44vkh6bzramngvcrficy2no44 129 54 . . . work_v44vkh6bzramngvcrficy2no44 130 1 5The 5the CD work_v44vkh6bzramngvcrficy2no44 130 2 score score NN work_v44vkh6bzramngvcrficy2no44 130 3 used use VBN work_v44vkh6bzramngvcrficy2no44 130 4 to to TO work_v44vkh6bzramngvcrficy2no44 130 5 prune prune VB work_v44vkh6bzramngvcrficy2no44 130 6 a a DT work_v44vkh6bzramngvcrficy2no44 130 7 new new JJ work_v44vkh6bzramngvcrficy2no44 130 8 word word NN work_v44vkh6bzramngvcrficy2no44 130 9 range range NN work_v44vkh6bzramngvcrficy2no44 130 10 f̃ f̃ NNP work_v44vkh6bzramngvcrficy2no44 130 11 is be VBZ work_v44vkh6bzramngvcrficy2no44 130 12 the the DT work_v44vkh6bzramngvcrficy2no44 130 13 log log NN work_v44vkh6bzramngvcrficy2no44 130 14 prob- prob- XX work_v44vkh6bzramngvcrficy2no44 130 15 ability ability NN work_v44vkh6bzramngvcrficy2no44 130 16 of of IN work_v44vkh6bzramngvcrficy2no44 130 17 translating translate VBG work_v44vkh6bzramngvcrficy2no44 130 18 the the DT work_v44vkh6bzramngvcrficy2no44 130 19 first first JJ work_v44vkh6bzramngvcrficy2no44 130 20 aligned align VBN work_v44vkh6bzramngvcrficy2no44 130 21 word word NN work_v44vkh6bzramngvcrficy2no44 130 22 of of IN work_v44vkh6bzramngvcrficy2no44 130 23 f̃ f̃ NNP work_v44vkh6bzramngvcrficy2no44 130 24 right right RB work_v44vkh6bzramngvcrficy2no44 130 25 after after IN work_v44vkh6bzramngvcrficy2no44 130 26 the the DT work_v44vkh6bzramngvcrficy2no44 130 27 last last JJ work_v44vkh6bzramngvcrficy2no44 130 28 translated translate VBN work_v44vkh6bzramngvcrficy2no44 130 29 word word NN work_v44vkh6bzramngvcrficy2no44 130 30 of of IN work_v44vkh6bzramngvcrficy2no44 130 31 the the DT work_v44vkh6bzramngvcrficy2no44 130 32 current current JJ work_v44vkh6bzramngvcrficy2no44 130 33 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 130 34 . . . work_v44vkh6bzramngvcrficy2no44 131 1 See see VB work_v44vkh6bzramngvcrficy2no44 131 2 also also RB work_v44vkh6bzramngvcrficy2no44 131 3 Sect Sect NNP work_v44vkh6bzramngvcrficy2no44 131 4 . . . work_v44vkh6bzramngvcrficy2no44 132 1 3.3 3.3 CD work_v44vkh6bzramngvcrficy2no44 132 2 . . . work_v44vkh6bzramngvcrficy2no44 133 1 331 331 CD work_v44vkh6bzramngvcrficy2no44 133 2 • • NNP work_v44vkh6bzramngvcrficy2no44 133 3 only only RB work_v44vkh6bzramngvcrficy2no44 133 4 based base VBN work_v44vkh6bzramngvcrficy2no44 133 5 on on IN work_v44vkh6bzramngvcrficy2no44 133 6 the the DT work_v44vkh6bzramngvcrficy2no44 133 7 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 133 8 score score NN work_v44vkh6bzramngvcrficy2no44 133 9 , , , work_v44vkh6bzramngvcrficy2no44 133 10 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 133 11 apply apply VBP work_v44vkh6bzramngvcrficy2no44 133 12 his- his- RB work_v44vkh6bzramngvcrficy2no44 133 13 togram togram NN work_v44vkh6bzramngvcrficy2no44 133 14 and and CC work_v44vkh6bzramngvcrficy2no44 133 15 threshold threshold NN work_v44vkh6bzramngvcrficy2no44 133 16 pruning prune VBG work_v44vkh6bzramngvcrficy2no44 133 17 to to IN work_v44vkh6bzramngvcrficy2no44 133 18 this this DT work_v44vkh6bzramngvcrficy2no44 133 19 set set NN work_v44vkh6bzramngvcrficy2no44 133 20 and and CC work_v44vkh6bzramngvcrficy2no44 133 21 proceed proceed VB work_v44vkh6bzramngvcrficy2no44 133 22 to to TO work_v44vkh6bzramngvcrficy2no44 133 23 expand expand VB work_v44vkh6bzramngvcrficy2no44 133 24 the the DT work_v44vkh6bzramngvcrficy2no44 133 25 non non JJ work_v44vkh6bzramngvcrficy2no44 133 26 - - JJ work_v44vkh6bzramngvcrficy2no44 133 27 pruned pruned JJ work_v44vkh6bzramngvcrficy2no44 133 28 positions position NNS work_v44vkh6bzramngvcrficy2no44 133 29 . . . work_v44vkh6bzramngvcrficy2no44 134 1 Furthermore furthermore RB work_v44vkh6bzramngvcrficy2no44 134 2 , , , work_v44vkh6bzramngvcrficy2no44 134 3 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 134 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 134 5 possible possible JJ work_v44vkh6bzramngvcrficy2no44 134 6 to to TO work_v44vkh6bzramngvcrficy2no44 134 7 ensure ensure VB work_v44vkh6bzramngvcrficy2no44 134 8 that that IN work_v44vkh6bzramngvcrficy2no44 134 9 local local JJ work_v44vkh6bzramngvcrficy2no44 134 10 re- re- JJ work_v44vkh6bzramngvcrficy2no44 134 11 orderings ordering NNS work_v44vkh6bzramngvcrficy2no44 134 12 are be VBP work_v44vkh6bzramngvcrficy2no44 134 13 always always RB work_v44vkh6bzramngvcrficy2no44 134 14 allowed allow VBN work_v44vkh6bzramngvcrficy2no44 134 15 , , , work_v44vkh6bzramngvcrficy2no44 134 16 by by IN work_v44vkh6bzramngvcrficy2no44 134 17 setting set VBG work_v44vkh6bzramngvcrficy2no44 134 18 a a DT work_v44vkh6bzramngvcrficy2no44 134 19 so so RB work_v44vkh6bzramngvcrficy2no44 134 20 - - HYPH work_v44vkh6bzramngvcrficy2no44 134 21 called call VBN work_v44vkh6bzramngvcrficy2no44 134 22 non non JJ work_v44vkh6bzramngvcrficy2no44 134 23 - - JJ work_v44vkh6bzramngvcrficy2no44 134 24 prunable prunable JJ work_v44vkh6bzramngvcrficy2no44 134 25 - - HYPH work_v44vkh6bzramngvcrficy2no44 134 26 zone zone NN work_v44vkh6bzramngvcrficy2no44 134 27 of of IN work_v44vkh6bzramngvcrficy2no44 134 28 width width NN work_v44vkh6bzramngvcrficy2no44 134 29 $ $ $ work_v44vkh6bzramngvcrficy2no44 134 30 around around IN work_v44vkh6bzramngvcrficy2no44 134 31 the the DT work_v44vkh6bzramngvcrficy2no44 134 32 last last JJ work_v44vkh6bzramngvcrficy2no44 134 33 cov- cov- RB work_v44vkh6bzramngvcrficy2no44 134 34 ered ered JJ work_v44vkh6bzramngvcrficy2no44 134 35 input input NN work_v44vkh6bzramngvcrficy2no44 134 36 position.6 position.6 : work_v44vkh6bzramngvcrficy2no44 134 37 According accord VBG work_v44vkh6bzramngvcrficy2no44 134 38 to to IN work_v44vkh6bzramngvcrficy2no44 134 39 how how WRB work_v44vkh6bzramngvcrficy2no44 134 40 the the DT work_v44vkh6bzramngvcrficy2no44 134 41 DL DL NNP work_v44vkh6bzramngvcrficy2no44 134 42 , , , work_v44vkh6bzramngvcrficy2no44 134 43 pruning prune VBG work_v44vkh6bzramngvcrficy2no44 134 44 parameters parameter NNS work_v44vkh6bzramngvcrficy2no44 134 45 , , , work_v44vkh6bzramngvcrficy2no44 134 46 and and CC work_v44vkh6bzramngvcrficy2no44 134 47 $ $ $ work_v44vkh6bzramngvcrficy2no44 134 48 are be VBP work_v44vkh6bzramngvcrficy2no44 134 49 set set VBN work_v44vkh6bzramngvcrficy2no44 134 50 , , , work_v44vkh6bzramngvcrficy2no44 134 51 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 134 52 can can MD work_v44vkh6bzramngvcrficy2no44 134 53 actually actually RB work_v44vkh6bzramngvcrficy2no44 134 54 aim aim VB work_v44vkh6bzramngvcrficy2no44 134 55 at at IN work_v44vkh6bzramngvcrficy2no44 134 56 different different JJ work_v44vkh6bzramngvcrficy2no44 134 57 tar- tar- NN work_v44vkh6bzramngvcrficy2no44 134 58 gets get VBZ work_v44vkh6bzramngvcrficy2no44 134 59 : : : work_v44vkh6bzramngvcrficy2no44 134 60 with with IN work_v44vkh6bzramngvcrficy2no44 134 61 a a DT work_v44vkh6bzramngvcrficy2no44 134 62 low low JJ work_v44vkh6bzramngvcrficy2no44 134 63 DL DL NNP work_v44vkh6bzramngvcrficy2no44 134 64 , , , work_v44vkh6bzramngvcrficy2no44 134 65 loose loose JJ work_v44vkh6bzramngvcrficy2no44 134 66 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 134 67 parameters parameter NNS work_v44vkh6bzramngvcrficy2no44 134 68 , , , work_v44vkh6bzramngvcrficy2no44 134 69 and and CC work_v44vkh6bzramngvcrficy2no44 134 70 $ $ $ work_v44vkh6bzramngvcrficy2no44 134 71 = = SYM work_v44vkh6bzramngvcrficy2no44 134 72 0 0 NFP work_v44vkh6bzramngvcrficy2no44 134 73 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 134 74 can can MD work_v44vkh6bzramngvcrficy2no44 134 75 try try VB work_v44vkh6bzramngvcrficy2no44 134 76 to to TO work_v44vkh6bzramngvcrficy2no44 134 77 speed speed VB work_v44vkh6bzramngvcrficy2no44 134 78 up up RP work_v44vkh6bzramngvcrficy2no44 134 79 search search NN work_v44vkh6bzramngvcrficy2no44 134 80 without without IN work_v44vkh6bzramngvcrficy2no44 134 81 sacrific- sacrific- NNP work_v44vkh6bzramngvcrficy2no44 134 82 ing ing JJ work_v44vkh6bzramngvcrficy2no44 134 83 much much JJ work_v44vkh6bzramngvcrficy2no44 134 84 translation translation NN work_v44vkh6bzramngvcrficy2no44 134 85 quality quality NN work_v44vkh6bzramngvcrficy2no44 134 86 . . . work_v44vkh6bzramngvcrficy2no44 135 1 With with IN work_v44vkh6bzramngvcrficy2no44 135 2 a a DT work_v44vkh6bzramngvcrficy2no44 135 3 high high JJ work_v44vkh6bzramngvcrficy2no44 135 4 DL DL NNP work_v44vkh6bzramngvcrficy2no44 135 5 , , , work_v44vkh6bzramngvcrficy2no44 135 6 strict strict JJ work_v44vkh6bzramngvcrficy2no44 135 7 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 135 8 parameters parameter NNS work_v44vkh6bzramngvcrficy2no44 135 9 , , , work_v44vkh6bzramngvcrficy2no44 135 10 and and CC work_v44vkh6bzramngvcrficy2no44 135 11 a a DT work_v44vkh6bzramngvcrficy2no44 135 12 medium medium JJ work_v44vkh6bzramngvcrficy2no44 135 13 $ $ $ work_v44vkh6bzramngvcrficy2no44 135 14 , , , work_v44vkh6bzramngvcrficy2no44 135 15 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 135 16 ensure ensure VBP work_v44vkh6bzramngvcrficy2no44 135 17 that that IN work_v44vkh6bzramngvcrficy2no44 135 18 the the DT work_v44vkh6bzramngvcrficy2no44 135 19 standard standard JJ work_v44vkh6bzramngvcrficy2no44 135 20 medium medium JJ work_v44vkh6bzramngvcrficy2no44 135 21 - - HYPH work_v44vkh6bzramngvcrficy2no44 135 22 range range NN work_v44vkh6bzramngvcrficy2no44 135 23 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 135 24 space space NN work_v44vkh6bzramngvcrficy2no44 135 25 is be VBZ work_v44vkh6bzramngvcrficy2no44 135 26 ex- ex- RB work_v44vkh6bzramngvcrficy2no44 135 27 plored plore VBN work_v44vkh6bzramngvcrficy2no44 135 28 , , , work_v44vkh6bzramngvcrficy2no44 135 29 as as RB work_v44vkh6bzramngvcrficy2no44 135 30 well well RB work_v44vkh6bzramngvcrficy2no44 135 31 as as IN work_v44vkh6bzramngvcrficy2no44 135 32 those those DT work_v44vkh6bzramngvcrficy2no44 135 33 few few JJ work_v44vkh6bzramngvcrficy2no44 135 34 long long JJ work_v44vkh6bzramngvcrficy2no44 135 35 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 135 36 that that WDT work_v44vkh6bzramngvcrficy2no44 135 37 are be VBP work_v44vkh6bzramngvcrficy2no44 135 38 promising promise VBG work_v44vkh6bzramngvcrficy2no44 135 39 according accord VBG work_v44vkh6bzramngvcrficy2no44 135 40 to to IN work_v44vkh6bzramngvcrficy2no44 135 41 the the DT work_v44vkh6bzramngvcrficy2no44 135 42 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 135 43 model model NN work_v44vkh6bzramngvcrficy2no44 135 44 . . . work_v44vkh6bzramngvcrficy2no44 136 1 In in IN work_v44vkh6bzramngvcrficy2no44 136 2 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 136 3 experiments experiment NNS work_v44vkh6bzramngvcrficy2no44 136 4 , , , work_v44vkh6bzramngvcrficy2no44 136 5 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 136 6 explore explore VBP work_v44vkh6bzramngvcrficy2no44 136 7 this this DT work_v44vkh6bzramngvcrficy2no44 136 8 second second JJ work_v44vkh6bzramngvcrficy2no44 136 9 option option NN work_v44vkh6bzramngvcrficy2no44 136 10 with with IN work_v44vkh6bzramngvcrficy2no44 136 11 the the DT work_v44vkh6bzramngvcrficy2no44 136 12 setting set VBG work_v44vkh6bzramngvcrficy2no44 136 13 DL=18 dl=18 NN work_v44vkh6bzramngvcrficy2no44 136 14 and and CC work_v44vkh6bzramngvcrficy2no44 136 15 $ $ $ work_v44vkh6bzramngvcrficy2no44 136 16 = = SYM work_v44vkh6bzramngvcrficy2no44 136 17 5 5 CD work_v44vkh6bzramngvcrficy2no44 136 18 . . . work_v44vkh6bzramngvcrficy2no44 137 1 The the DT work_v44vkh6bzramngvcrficy2no44 137 2 underlying underlie VBG work_v44vkh6bzramngvcrficy2no44 137 3 idea idea NN work_v44vkh6bzramngvcrficy2no44 137 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 137 5 similar similar JJ work_v44vkh6bzramngvcrficy2no44 137 6 to to IN work_v44vkh6bzramngvcrficy2no44 137 7 that that DT work_v44vkh6bzramngvcrficy2no44 137 8 of of IN work_v44vkh6bzramngvcrficy2no44 137 9 early early JJ work_v44vkh6bzramngvcrficy2no44 137 10 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 137 11 proposed propose VBN work_v44vkh6bzramngvcrficy2no44 137 12 by by IN work_v44vkh6bzramngvcrficy2no44 137 13 Moore Moore NNP work_v44vkh6bzramngvcrficy2no44 137 14 and and CC work_v44vkh6bzramngvcrficy2no44 137 15 Quirk Quirk NNP work_v44vkh6bzramngvcrficy2no44 137 16 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 137 17 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 137 18 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 137 19 , , , work_v44vkh6bzramngvcrficy2no44 137 20 which which WDT work_v44vkh6bzramngvcrficy2no44 137 21 consisted consist VBD work_v44vkh6bzramngvcrficy2no44 137 22 in in IN work_v44vkh6bzramngvcrficy2no44 137 23 discarding discard VBG work_v44vkh6bzramngvcrficy2no44 137 24 possible possible JJ work_v44vkh6bzramngvcrficy2no44 137 25 extensions extension NNS work_v44vkh6bzramngvcrficy2no44 137 26 of of IN work_v44vkh6bzramngvcrficy2no44 137 27 a a DT work_v44vkh6bzramngvcrficy2no44 137 28 partial partial JJ work_v44vkh6bzramngvcrficy2no44 137 29 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 137 30 based base VBN work_v44vkh6bzramngvcrficy2no44 137 31 on on IN work_v44vkh6bzramngvcrficy2no44 137 32 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 137 33 estimated estimate VBN work_v44vkh6bzramngvcrficy2no44 137 34 score score NN work_v44vkh6bzramngvcrficy2no44 137 35 before before IN work_v44vkh6bzramngvcrficy2no44 137 36 computing compute VBG work_v44vkh6bzramngvcrficy2no44 137 37 the the DT work_v44vkh6bzramngvcrficy2no44 137 38 exact exact JJ work_v44vkh6bzramngvcrficy2no44 137 39 language language NN work_v44vkh6bzramngvcrficy2no44 137 40 model model NN work_v44vkh6bzramngvcrficy2no44 137 41 score score NN work_v44vkh6bzramngvcrficy2no44 137 42 . . . work_v44vkh6bzramngvcrficy2no44 138 1 Our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 138 2 technique technique NN work_v44vkh6bzramngvcrficy2no44 138 3 too too RB work_v44vkh6bzramngvcrficy2no44 138 4 has have VBZ work_v44vkh6bzramngvcrficy2no44 138 5 the the DT work_v44vkh6bzramngvcrficy2no44 138 6 effect effect NN work_v44vkh6bzramngvcrficy2no44 138 7 of of IN work_v44vkh6bzramngvcrficy2no44 138 8 introducing introduce VBG work_v44vkh6bzramngvcrficy2no44 138 9 ad- ad- CC work_v44vkh6bzramngvcrficy2no44 138 10 ditional ditional JJ work_v44vkh6bzramngvcrficy2no44 138 11 points point NNS work_v44vkh6bzramngvcrficy2no44 138 12 at at IN work_v44vkh6bzramngvcrficy2no44 138 13 which which WDT work_v44vkh6bzramngvcrficy2no44 138 14 the the DT work_v44vkh6bzramngvcrficy2no44 138 15 search search NN work_v44vkh6bzramngvcrficy2no44 138 16 space space NN work_v44vkh6bzramngvcrficy2no44 138 17 is be VBZ work_v44vkh6bzramngvcrficy2no44 138 18 pruned prune VBN work_v44vkh6bzramngvcrficy2no44 138 19 . . . work_v44vkh6bzramngvcrficy2no44 139 1 However however RB work_v44vkh6bzramngvcrficy2no44 139 2 , , , work_v44vkh6bzramngvcrficy2no44 139 3 while while IN work_v44vkh6bzramngvcrficy2no44 139 4 theirs -PRON- PRP work_v44vkh6bzramngvcrficy2no44 139 5 was be VBD work_v44vkh6bzramngvcrficy2no44 139 6 mainly mainly RB work_v44vkh6bzramngvcrficy2no44 139 7 an an DT work_v44vkh6bzramngvcrficy2no44 139 8 optimization optimization NN work_v44vkh6bzramngvcrficy2no44 139 9 technique technique NN work_v44vkh6bzramngvcrficy2no44 139 10 meant mean VBN work_v44vkh6bzramngvcrficy2no44 139 11 to to TO work_v44vkh6bzramngvcrficy2no44 139 12 avoid avoid VB work_v44vkh6bzramngvcrficy2no44 139 13 useless useless JJ work_v44vkh6bzramngvcrficy2no44 139 14 LM LM NNP work_v44vkh6bzramngvcrficy2no44 139 15 queries query NNS work_v44vkh6bzramngvcrficy2no44 139 16 , , , work_v44vkh6bzramngvcrficy2no44 139 17 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 139 18 in- in- RB work_v44vkh6bzramngvcrficy2no44 139 19 stead stead VBP work_v44vkh6bzramngvcrficy2no44 139 20 aim aim VBP work_v44vkh6bzramngvcrficy2no44 139 21 at at IN work_v44vkh6bzramngvcrficy2no44 139 22 refining refine VBG work_v44vkh6bzramngvcrficy2no44 139 23 the the DT work_v44vkh6bzramngvcrficy2no44 139 24 search search NN work_v44vkh6bzramngvcrficy2no44 139 25 space space NN work_v44vkh6bzramngvcrficy2no44 139 26 by by IN work_v44vkh6bzramngvcrficy2no44 139 27 exploiting exploit VBG work_v44vkh6bzramngvcrficy2no44 139 28 the the DT work_v44vkh6bzramngvcrficy2no44 139 29 fact fact NN work_v44vkh6bzramngvcrficy2no44 139 30 that that IN work_v44vkh6bzramngvcrficy2no44 139 31 some some DT work_v44vkh6bzramngvcrficy2no44 139 32 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 139 33 models model NNS work_v44vkh6bzramngvcrficy2no44 139 34 are be VBP work_v44vkh6bzramngvcrficy2no44 139 35 more more RBR work_v44vkh6bzramngvcrficy2no44 139 36 important important JJ work_v44vkh6bzramngvcrficy2no44 139 37 than than IN work_v44vkh6bzramngvcrficy2no44 139 38 others other NNS work_v44vkh6bzramngvcrficy2no44 139 39 at at IN work_v44vkh6bzramngvcrficy2no44 139 40 different different JJ work_v44vkh6bzramngvcrficy2no44 139 41 stages stage NNS work_v44vkh6bzramngvcrficy2no44 139 42 of of IN work_v44vkh6bzramngvcrficy2no44 139 43 the the DT work_v44vkh6bzramngvcrficy2no44 139 44 translation translation NN work_v44vkh6bzramngvcrficy2no44 139 45 pro- pro- NN work_v44vkh6bzramngvcrficy2no44 139 46 cess cess NN work_v44vkh6bzramngvcrficy2no44 139 47 . . . work_v44vkh6bzramngvcrficy2no44 140 1 Our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 140 2 approach approach NN work_v44vkh6bzramngvcrficy2no44 140 3 actually actually RB work_v44vkh6bzramngvcrficy2no44 140 4 involves involve VBZ work_v44vkh6bzramngvcrficy2no44 140 5 a a DT work_v44vkh6bzramngvcrficy2no44 140 6 continuous continuous JJ work_v44vkh6bzramngvcrficy2no44 140 7 alternation alternation NN work_v44vkh6bzramngvcrficy2no44 140 8 of of IN work_v44vkh6bzramngvcrficy2no44 140 9 two two CD work_v44vkh6bzramngvcrficy2no44 140 10 processes process NNS work_v44vkh6bzramngvcrficy2no44 140 11 : : : work_v44vkh6bzramngvcrficy2no44 140 12 during during IN work_v44vkh6bzramngvcrficy2no44 140 13 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 140 14 ex- ex- DT work_v44vkh6bzramngvcrficy2no44 140 15 pansion pansion NN work_v44vkh6bzramngvcrficy2no44 140 16 the the DT work_v44vkh6bzramngvcrficy2no44 140 17 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 140 18 score score NN work_v44vkh6bzramngvcrficy2no44 140 19 is be VBZ work_v44vkh6bzramngvcrficy2no44 140 20 combined combine VBN work_v44vkh6bzramngvcrficy2no44 140 21 with with IN work_v44vkh6bzramngvcrficy2no44 140 22 all all DT work_v44vkh6bzramngvcrficy2no44 140 23 other other JJ work_v44vkh6bzramngvcrficy2no44 140 24 scores score NNS work_v44vkh6bzramngvcrficy2no44 140 25 , , , work_v44vkh6bzramngvcrficy2no44 140 26 while while IN work_v44vkh6bzramngvcrficy2no44 140 27 during during IN work_v44vkh6bzramngvcrficy2no44 140 28 early early RB work_v44vkh6bzramngvcrficy2no44 140 29 pruning prune VBG work_v44vkh6bzramngvcrficy2no44 140 30 some some DT work_v44vkh6bzramngvcrficy2no44 140 31 re- re- JJ work_v44vkh6bzramngvcrficy2no44 140 32 ordering ordering NN work_v44vkh6bzramngvcrficy2no44 140 33 decisions decision NNS work_v44vkh6bzramngvcrficy2no44 140 34 are be VBP work_v44vkh6bzramngvcrficy2no44 140 35 taken take VBN work_v44vkh6bzramngvcrficy2no44 140 36 only only RB work_v44vkh6bzramngvcrficy2no44 140 37 based base VBN work_v44vkh6bzramngvcrficy2no44 140 38 on on IN work_v44vkh6bzramngvcrficy2no44 140 39 the the DT work_v44vkh6bzramngvcrficy2no44 140 40 re- re- JJ work_v44vkh6bzramngvcrficy2no44 140 41 ordering ordering NN work_v44vkh6bzramngvcrficy2no44 140 42 score score NN work_v44vkh6bzramngvcrficy2no44 140 43 . . . work_v44vkh6bzramngvcrficy2no44 141 1 In in IN work_v44vkh6bzramngvcrficy2no44 141 2 this this DT work_v44vkh6bzramngvcrficy2no44 141 3 way way NN work_v44vkh6bzramngvcrficy2no44 141 4 , , , work_v44vkh6bzramngvcrficy2no44 141 5 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 141 6 try try VBP work_v44vkh6bzramngvcrficy2no44 141 7 to to TO work_v44vkh6bzramngvcrficy2no44 141 8 combine combine VB work_v44vkh6bzramngvcrficy2no44 141 9 the the DT work_v44vkh6bzramngvcrficy2no44 141 10 benefits benefit NNS work_v44vkh6bzramngvcrficy2no44 141 11 of of IN work_v44vkh6bzramngvcrficy2no44 141 12 fully fully RB work_v44vkh6bzramngvcrficy2no44 141 13 integrated integrate VBN work_v44vkh6bzramngvcrficy2no44 141 14 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 141 15 models model NNS work_v44vkh6bzramngvcrficy2no44 141 16 with with IN work_v44vkh6bzramngvcrficy2no44 141 17 those those DT work_v44vkh6bzramngvcrficy2no44 141 18 of of IN work_v44vkh6bzramngvcrficy2no44 141 19 monolingual monolingual JJ work_v44vkh6bzramngvcrficy2no44 141 20 pre pre JJ work_v44vkh6bzramngvcrficy2no44 141 21 - - JJ work_v44vkh6bzramngvcrficy2no44 141 22 ordering ordering JJ work_v44vkh6bzramngvcrficy2no44 141 23 methods method NNS work_v44vkh6bzramngvcrficy2no44 141 24 . . . work_v44vkh6bzramngvcrficy2no44 142 1 5 5 CD work_v44vkh6bzramngvcrficy2no44 142 2 Evaluation Evaluation NNP work_v44vkh6bzramngvcrficy2no44 142 3 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 142 4 test test VBP work_v44vkh6bzramngvcrficy2no44 142 5 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 142 6 approach approach NN work_v44vkh6bzramngvcrficy2no44 142 7 on on IN work_v44vkh6bzramngvcrficy2no44 142 8 an an DT work_v44vkh6bzramngvcrficy2no44 142 9 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 142 10 - - HYPH work_v44vkh6bzramngvcrficy2no44 142 11 English english JJ work_v44vkh6bzramngvcrficy2no44 142 12 news news NN work_v44vkh6bzramngvcrficy2no44 142 13 translation translation NN work_v44vkh6bzramngvcrficy2no44 142 14 task task NN work_v44vkh6bzramngvcrficy2no44 142 15 where where WRB work_v44vkh6bzramngvcrficy2no44 142 16 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 142 17 are be VBP work_v44vkh6bzramngvcrficy2no44 142 18 typically typically RB work_v44vkh6bzramngvcrficy2no44 142 19 long long JJ work_v44vkh6bzramngvcrficy2no44 142 20 and and CC work_v44vkh6bzramngvcrficy2no44 142 21 complex complex JJ work_v44vkh6bzramngvcrficy2no44 142 22 . . . work_v44vkh6bzramngvcrficy2no44 143 1 In in IN work_v44vkh6bzramngvcrficy2no44 143 2 this this DT work_v44vkh6bzramngvcrficy2no44 143 3 language language NN work_v44vkh6bzramngvcrficy2no44 143 4 pair pair NN work_v44vkh6bzramngvcrficy2no44 143 5 , , , work_v44vkh6bzramngvcrficy2no44 143 6 long long RB work_v44vkh6bzramngvcrficy2no44 143 7 reorder- reorder- NN work_v44vkh6bzramngvcrficy2no44 143 8 ing ing NN work_v44vkh6bzramngvcrficy2no44 143 9 errors error NNS work_v44vkh6bzramngvcrficy2no44 143 10 mostly mostly RB work_v44vkh6bzramngvcrficy2no44 143 11 concern concern NN work_v44vkh6bzramngvcrficy2no44 143 12 verbs verb NNS work_v44vkh6bzramngvcrficy2no44 143 13 , , , work_v44vkh6bzramngvcrficy2no44 143 14 as as IN work_v44vkh6bzramngvcrficy2no44 143 15 all all DT work_v44vkh6bzramngvcrficy2no44 143 16 of of IN work_v44vkh6bzramngvcrficy2no44 143 17 Subject- Subject- NNP work_v44vkh6bzramngvcrficy2no44 143 18 Verb Verb NNP work_v44vkh6bzramngvcrficy2no44 143 19 - - HYPH work_v44vkh6bzramngvcrficy2no44 143 20 Object Object NNP work_v44vkh6bzramngvcrficy2no44 143 21 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 143 22 SVO SVO NNP work_v44vkh6bzramngvcrficy2no44 143 23 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 143 24 , , , work_v44vkh6bzramngvcrficy2no44 143 25 VSO VSO NNP work_v44vkh6bzramngvcrficy2no44 143 26 and and CC work_v44vkh6bzramngvcrficy2no44 143 27 , , , work_v44vkh6bzramngvcrficy2no44 143 28 more more RBR work_v44vkh6bzramngvcrficy2no44 143 29 rarerly rarerly RB work_v44vkh6bzramngvcrficy2no44 143 30 , , , work_v44vkh6bzramngvcrficy2no44 143 31 VOS VOS NNP work_v44vkh6bzramngvcrficy2no44 143 32 6See 6see NN work_v44vkh6bzramngvcrficy2no44 143 33 Bisazza Bisazza NNP work_v44vkh6bzramngvcrficy2no44 143 34 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 143 35 2013 2013 CD work_v44vkh6bzramngvcrficy2no44 143 36 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 143 37 for for IN work_v44vkh6bzramngvcrficy2no44 143 38 technical technical JJ work_v44vkh6bzramngvcrficy2no44 143 39 details detail NNS work_v44vkh6bzramngvcrficy2no44 143 40 on on IN work_v44vkh6bzramngvcrficy2no44 143 41 the the DT work_v44vkh6bzramngvcrficy2no44 143 42 integration integration NN work_v44vkh6bzramngvcrficy2no44 143 43 of of IN work_v44vkh6bzramngvcrficy2no44 143 44 word word NN work_v44vkh6bzramngvcrficy2no44 143 45 - - HYPH work_v44vkh6bzramngvcrficy2no44 143 46 level level NN work_v44vkh6bzramngvcrficy2no44 143 47 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 143 48 with with IN work_v44vkh6bzramngvcrficy2no44 143 49 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 143 50 - - HYPH work_v44vkh6bzramngvcrficy2no44 143 51 level level NN work_v44vkh6bzramngvcrficy2no44 143 52 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 143 53 expansion expansion NN work_v44vkh6bzramngvcrficy2no44 143 54 . . . work_v44vkh6bzramngvcrficy2no44 144 1 constructions construction NNS work_v44vkh6bzramngvcrficy2no44 144 2 are be VBP work_v44vkh6bzramngvcrficy2no44 144 3 attested attest VBN work_v44vkh6bzramngvcrficy2no44 144 4 in in IN work_v44vkh6bzramngvcrficy2no44 144 5 modern modern JJ work_v44vkh6bzramngvcrficy2no44 144 6 written write VBN work_v44vkh6bzramngvcrficy2no44 144 7 Ara- Ara- NNP work_v44vkh6bzramngvcrficy2no44 144 8 bic bic NN work_v44vkh6bzramngvcrficy2no44 144 9 . . . work_v44vkh6bzramngvcrficy2no44 145 1 This this DT work_v44vkh6bzramngvcrficy2no44 145 2 issue issue NN work_v44vkh6bzramngvcrficy2no44 145 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 145 4 well well RB work_v44vkh6bzramngvcrficy2no44 145 5 known know VBN work_v44vkh6bzramngvcrficy2no44 145 6 in in IN work_v44vkh6bzramngvcrficy2no44 145 7 the the DT work_v44vkh6bzramngvcrficy2no44 145 8 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 145 9 field field NN work_v44vkh6bzramngvcrficy2no44 145 10 and and CC work_v44vkh6bzramngvcrficy2no44 145 11 was be VBD work_v44vkh6bzramngvcrficy2no44 145 12 addressed address VBN work_v44vkh6bzramngvcrficy2no44 145 13 by by IN work_v44vkh6bzramngvcrficy2no44 145 14 several several JJ work_v44vkh6bzramngvcrficy2no44 145 15 recent recent JJ work_v44vkh6bzramngvcrficy2no44 145 16 works work NNS work_v44vkh6bzramngvcrficy2no44 145 17 , , , work_v44vkh6bzramngvcrficy2no44 145 18 with with IN work_v44vkh6bzramngvcrficy2no44 145 19 deep deep JJ work_v44vkh6bzramngvcrficy2no44 145 20 or or CC work_v44vkh6bzramngvcrficy2no44 145 21 shallow shallow JJ work_v44vkh6bzramngvcrficy2no44 145 22 parsing parsing NN work_v44vkh6bzramngvcrficy2no44 145 23 - - HYPH work_v44vkh6bzramngvcrficy2no44 145 24 based base VBN work_v44vkh6bzramngvcrficy2no44 145 25 techniques technique NNS work_v44vkh6bzramngvcrficy2no44 145 26 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 145 27 Green Green NNP work_v44vkh6bzramngvcrficy2no44 145 28 et et FW work_v44vkh6bzramngvcrficy2no44 145 29 al al NNP work_v44vkh6bzramngvcrficy2no44 145 30 . . NNP work_v44vkh6bzramngvcrficy2no44 145 31 , , , work_v44vkh6bzramngvcrficy2no44 145 32 2009 2009 CD work_v44vkh6bzramngvcrficy2no44 145 33 ; ; : work_v44vkh6bzramngvcrficy2no44 145 34 Carpuat Carpuat NNP work_v44vkh6bzramngvcrficy2no44 145 35 et et NNP work_v44vkh6bzramngvcrficy2no44 145 36 al al NNP work_v44vkh6bzramngvcrficy2no44 145 37 . . NNP work_v44vkh6bzramngvcrficy2no44 145 38 , , , work_v44vkh6bzramngvcrficy2no44 145 39 2012 2012 CD work_v44vkh6bzramngvcrficy2no44 145 40 ; ; : work_v44vkh6bzramngvcrficy2no44 145 41 Andreas Andreas NNP work_v44vkh6bzramngvcrficy2no44 145 42 et et NNP work_v44vkh6bzramngvcrficy2no44 145 43 al al NNP work_v44vkh6bzramngvcrficy2no44 145 44 . . NNP work_v44vkh6bzramngvcrficy2no44 145 45 , , , work_v44vkh6bzramngvcrficy2no44 145 46 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 145 47 ; ; : work_v44vkh6bzramngvcrficy2no44 145 48 Bisazza Bisazza NNP work_v44vkh6bzramngvcrficy2no44 145 49 et et NNP work_v44vkh6bzramngvcrficy2no44 145 50 al al NNP work_v44vkh6bzramngvcrficy2no44 145 51 . . NNP work_v44vkh6bzramngvcrficy2no44 145 52 , , , work_v44vkh6bzramngvcrficy2no44 145 53 2012 2012 CD work_v44vkh6bzramngvcrficy2no44 145 54 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 145 55 . . . work_v44vkh6bzramngvcrficy2no44 146 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 146 2 question question VBP work_v44vkh6bzramngvcrficy2no44 146 3 whether whether IN work_v44vkh6bzramngvcrficy2no44 146 4 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 146 5 ap- ap- NNP work_v44vkh6bzramngvcrficy2no44 146 6 proach proach NN work_v44vkh6bzramngvcrficy2no44 146 7 – – : work_v44vkh6bzramngvcrficy2no44 146 8 which which WDT work_v44vkh6bzramngvcrficy2no44 146 9 is be VBZ work_v44vkh6bzramngvcrficy2no44 146 10 not not RB work_v44vkh6bzramngvcrficy2no44 146 11 conceived conceive VBN work_v44vkh6bzramngvcrficy2no44 146 12 to to TO work_v44vkh6bzramngvcrficy2no44 146 13 solve solve VB work_v44vkh6bzramngvcrficy2no44 146 14 this this DT work_v44vkh6bzramngvcrficy2no44 146 15 spe- spe- RB work_v44vkh6bzramngvcrficy2no44 146 16 cific cific JJ work_v44vkh6bzramngvcrficy2no44 146 17 problem problem NN work_v44vkh6bzramngvcrficy2no44 146 18 , , , work_v44vkh6bzramngvcrficy2no44 146 19 nor nor CC work_v44vkh6bzramngvcrficy2no44 146 20 requires require VBZ work_v44vkh6bzramngvcrficy2no44 146 21 manual manual JJ work_v44vkh6bzramngvcrficy2no44 146 22 rules rule NNS work_v44vkh6bzramngvcrficy2no44 146 23 to to TO work_v44vkh6bzramngvcrficy2no44 146 24 predict predict VB work_v44vkh6bzramngvcrficy2no44 146 25 verb verb JJ work_v44vkh6bzramngvcrficy2no44 146 26 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 146 27 – – : work_v44vkh6bzramngvcrficy2no44 146 28 will will MD work_v44vkh6bzramngvcrficy2no44 146 29 succeed succeed VB work_v44vkh6bzramngvcrficy2no44 146 30 in in IN work_v44vkh6bzramngvcrficy2no44 146 31 improving improve VBG work_v44vkh6bzramngvcrficy2no44 146 32 long long RB work_v44vkh6bzramngvcrficy2no44 146 33 re- re- JJ work_v44vkh6bzramngvcrficy2no44 146 34 ordering ordering NN work_v44vkh6bzramngvcrficy2no44 146 35 in in IN work_v44vkh6bzramngvcrficy2no44 146 36 a a DT work_v44vkh6bzramngvcrficy2no44 146 37 fully fully RB work_v44vkh6bzramngvcrficy2no44 146 38 data data NN work_v44vkh6bzramngvcrficy2no44 146 39 - - HYPH work_v44vkh6bzramngvcrficy2no44 146 40 driven drive VBN work_v44vkh6bzramngvcrficy2no44 146 41 way way NN work_v44vkh6bzramngvcrficy2no44 146 42 . . . work_v44vkh6bzramngvcrficy2no44 147 1 As as IN work_v44vkh6bzramngvcrficy2no44 147 2 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 147 3 training training NN work_v44vkh6bzramngvcrficy2no44 147 4 data datum NNS work_v44vkh6bzramngvcrficy2no44 147 5 , , , work_v44vkh6bzramngvcrficy2no44 147 6 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 147 7 use use VBP work_v44vkh6bzramngvcrficy2no44 147 8 all all PDT work_v44vkh6bzramngvcrficy2no44 147 9 the the DT work_v44vkh6bzramngvcrficy2no44 147 10 in in IN work_v44vkh6bzramngvcrficy2no44 147 11 - - HYPH work_v44vkh6bzramngvcrficy2no44 147 12 domain domain NN work_v44vkh6bzramngvcrficy2no44 147 13 parallel parallel JJ work_v44vkh6bzramngvcrficy2no44 147 14 data datum NNS work_v44vkh6bzramngvcrficy2no44 147 15 provided provide VBN work_v44vkh6bzramngvcrficy2no44 147 16 for for IN work_v44vkh6bzramngvcrficy2no44 147 17 the the DT work_v44vkh6bzramngvcrficy2no44 147 18 NIST NIST NNP work_v44vkh6bzramngvcrficy2no44 147 19 - - HYPH work_v44vkh6bzramngvcrficy2no44 147 20 MT09 MT09 NNP work_v44vkh6bzramngvcrficy2no44 147 21 evalua- evalua- NN work_v44vkh6bzramngvcrficy2no44 147 22 tion tion NN work_v44vkh6bzramngvcrficy2no44 147 23 for for IN work_v44vkh6bzramngvcrficy2no44 147 24 a a DT work_v44vkh6bzramngvcrficy2no44 147 25 total total NN work_v44vkh6bzramngvcrficy2no44 147 26 of of IN work_v44vkh6bzramngvcrficy2no44 147 27 986 986 CD work_v44vkh6bzramngvcrficy2no44 147 28 K K NNP work_v44vkh6bzramngvcrficy2no44 147 29 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 147 30 pairs pair NNS work_v44vkh6bzramngvcrficy2no44 147 31 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 147 32 31 31 CD work_v44vkh6bzramngvcrficy2no44 147 33 M M NNP work_v44vkh6bzramngvcrficy2no44 147 34 English English NNP work_v44vkh6bzramngvcrficy2no44 147 35 words).7 words).7 NNP work_v44vkh6bzramngvcrficy2no44 147 36 The the DT work_v44vkh6bzramngvcrficy2no44 147 37 target target NN work_v44vkh6bzramngvcrficy2no44 147 38 LM LM NNP work_v44vkh6bzramngvcrficy2no44 147 39 used use VBD work_v44vkh6bzramngvcrficy2no44 147 40 to to TO work_v44vkh6bzramngvcrficy2no44 147 41 run run VB work_v44vkh6bzramngvcrficy2no44 147 42 the the DT work_v44vkh6bzramngvcrficy2no44 147 43 main main JJ work_v44vkh6bzramngvcrficy2no44 147 44 se- se- NN work_v44vkh6bzramngvcrficy2no44 147 45 ries rie NNS work_v44vkh6bzramngvcrficy2no44 147 46 of of IN work_v44vkh6bzramngvcrficy2no44 147 47 experiments experiment NNS work_v44vkh6bzramngvcrficy2no44 147 48 is be VBZ work_v44vkh6bzramngvcrficy2no44 147 49 trained train VBN work_v44vkh6bzramngvcrficy2no44 147 50 on on IN work_v44vkh6bzramngvcrficy2no44 147 51 the the DT work_v44vkh6bzramngvcrficy2no44 147 52 English english JJ work_v44vkh6bzramngvcrficy2no44 147 53 side side NN work_v44vkh6bzramngvcrficy2no44 147 54 of of IN work_v44vkh6bzramngvcrficy2no44 147 55 all all DT work_v44vkh6bzramngvcrficy2no44 147 56 available available JJ work_v44vkh6bzramngvcrficy2no44 147 57 NIST NIST NNP work_v44vkh6bzramngvcrficy2no44 147 58 - - HYPH work_v44vkh6bzramngvcrficy2no44 147 59 MT09 MT09 NNP work_v44vkh6bzramngvcrficy2no44 147 60 parallel parallel JJ work_v44vkh6bzramngvcrficy2no44 147 61 data datum NNS work_v44vkh6bzramngvcrficy2no44 147 62 , , , work_v44vkh6bzramngvcrficy2no44 147 63 UN UN NNP work_v44vkh6bzramngvcrficy2no44 147 64 included include VBD work_v44vkh6bzramngvcrficy2no44 147 65 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 147 66 147 147 CD work_v44vkh6bzramngvcrficy2no44 147 67 M m CD work_v44vkh6bzramngvcrficy2no44 147 68 words word NNS work_v44vkh6bzramngvcrficy2no44 147 69 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 147 70 . . . work_v44vkh6bzramngvcrficy2no44 148 1 In in IN work_v44vkh6bzramngvcrficy2no44 148 2 the the DT work_v44vkh6bzramngvcrficy2no44 148 3 large large JJ work_v44vkh6bzramngvcrficy2no44 148 4 - - HYPH work_v44vkh6bzramngvcrficy2no44 148 5 scale scale NN work_v44vkh6bzramngvcrficy2no44 148 6 experiments experiment NNS work_v44vkh6bzramngvcrficy2no44 148 7 , , , work_v44vkh6bzramngvcrficy2no44 148 8 the the DT work_v44vkh6bzramngvcrficy2no44 148 9 LM LM NNP work_v44vkh6bzramngvcrficy2no44 148 10 training training NN work_v44vkh6bzramngvcrficy2no44 148 11 data datum NNS work_v44vkh6bzramngvcrficy2no44 148 12 also also RB work_v44vkh6bzramngvcrficy2no44 148 13 include include VBP work_v44vkh6bzramngvcrficy2no44 148 14 the the DT work_v44vkh6bzramngvcrficy2no44 148 15 sections section NNS work_v44vkh6bzramngvcrficy2no44 148 16 of of IN work_v44vkh6bzramngvcrficy2no44 148 17 the the DT work_v44vkh6bzramngvcrficy2no44 148 18 En- en- XX work_v44vkh6bzramngvcrficy2no44 148 19 glish glish NN work_v44vkh6bzramngvcrficy2no44 148 20 Gigaword Gigaword NNP work_v44vkh6bzramngvcrficy2no44 148 21 that that DT work_v44vkh6bzramngvcrficy2no44 148 22 best good JJS work_v44vkh6bzramngvcrficy2no44 148 23 fit fit VBP work_v44vkh6bzramngvcrficy2no44 148 24 to to IN work_v44vkh6bzramngvcrficy2no44 148 25 the the DT work_v44vkh6bzramngvcrficy2no44 148 26 development development NN work_v44vkh6bzramngvcrficy2no44 148 27 data datum NNS work_v44vkh6bzramngvcrficy2no44 148 28 in in IN work_v44vkh6bzramngvcrficy2no44 148 29 terms term NNS work_v44vkh6bzramngvcrficy2no44 148 30 of of IN work_v44vkh6bzramngvcrficy2no44 148 31 perplexity perplexity NN work_v44vkh6bzramngvcrficy2no44 148 32 : : : work_v44vkh6bzramngvcrficy2no44 148 33 namely namely RB work_v44vkh6bzramngvcrficy2no44 148 34 , , , work_v44vkh6bzramngvcrficy2no44 148 35 the the DT work_v44vkh6bzramngvcrficy2no44 148 36 Agence Agence NNP work_v44vkh6bzramngvcrficy2no44 148 37 France- France- NNP work_v44vkh6bzramngvcrficy2no44 148 38 Presse Presse NNP work_v44vkh6bzramngvcrficy2no44 148 39 , , , work_v44vkh6bzramngvcrficy2no44 148 40 Xinhua Xinhua NNP work_v44vkh6bzramngvcrficy2no44 148 41 News News NNP work_v44vkh6bzramngvcrficy2no44 148 42 Agency Agency NNP work_v44vkh6bzramngvcrficy2no44 148 43 and and CC work_v44vkh6bzramngvcrficy2no44 148 44 Associated Associated NNP work_v44vkh6bzramngvcrficy2no44 148 45 Press Press NNP work_v44vkh6bzramngvcrficy2no44 148 46 Worldstream Worldstream NNP work_v44vkh6bzramngvcrficy2no44 148 47 sections section NNS work_v44vkh6bzramngvcrficy2no44 148 48 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 148 49 2130 2130 CD work_v44vkh6bzramngvcrficy2no44 148 50 M M NNP work_v44vkh6bzramngvcrficy2no44 148 51 words word NNS work_v44vkh6bzramngvcrficy2no44 148 52 in in IN work_v44vkh6bzramngvcrficy2no44 148 53 total total NN work_v44vkh6bzramngvcrficy2no44 148 54 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 148 55 . . . work_v44vkh6bzramngvcrficy2no44 149 1 For for IN work_v44vkh6bzramngvcrficy2no44 149 2 development development NN work_v44vkh6bzramngvcrficy2no44 149 3 and and CC work_v44vkh6bzramngvcrficy2no44 149 4 test test NN work_v44vkh6bzramngvcrficy2no44 149 5 , , , work_v44vkh6bzramngvcrficy2no44 149 6 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 149 7 use use VBP work_v44vkh6bzramngvcrficy2no44 149 8 the the DT work_v44vkh6bzramngvcrficy2no44 149 9 newswire newswire JJ work_v44vkh6bzramngvcrficy2no44 149 10 sections section NNS work_v44vkh6bzramngvcrficy2no44 149 11 of of IN work_v44vkh6bzramngvcrficy2no44 149 12 the the DT work_v44vkh6bzramngvcrficy2no44 149 13 NIST NIST NNP work_v44vkh6bzramngvcrficy2no44 149 14 benchmarks benchmark NNS work_v44vkh6bzramngvcrficy2no44 149 15 : : : work_v44vkh6bzramngvcrficy2no44 149 16 dev06-nw dev06-nw NNP work_v44vkh6bzramngvcrficy2no44 149 17 , , , work_v44vkh6bzramngvcrficy2no44 149 18 eval08- eval08- NNP work_v44vkh6bzramngvcrficy2no44 149 19 nw nw RB work_v44vkh6bzramngvcrficy2no44 149 20 , , , work_v44vkh6bzramngvcrficy2no44 149 21 eval09-nw eval09-nw NNP work_v44vkh6bzramngvcrficy2no44 149 22 consisting consist VBG work_v44vkh6bzramngvcrficy2no44 149 23 of of IN work_v44vkh6bzramngvcrficy2no44 149 24 1033 1033 CD work_v44vkh6bzramngvcrficy2no44 149 25 , , , work_v44vkh6bzramngvcrficy2no44 149 26 813 813 CD work_v44vkh6bzramngvcrficy2no44 149 27 , , , work_v44vkh6bzramngvcrficy2no44 149 28 586 586 CD work_v44vkh6bzramngvcrficy2no44 149 29 sen- sen- NN work_v44vkh6bzramngvcrficy2no44 149 30 tences tence NNS work_v44vkh6bzramngvcrficy2no44 149 31 respectively respectively RB work_v44vkh6bzramngvcrficy2no44 149 32 . . . work_v44vkh6bzramngvcrficy2no44 150 1 Each each DT work_v44vkh6bzramngvcrficy2no44 150 2 set set NN work_v44vkh6bzramngvcrficy2no44 150 3 includes include VBZ work_v44vkh6bzramngvcrficy2no44 150 4 4 4 CD work_v44vkh6bzramngvcrficy2no44 150 5 reference reference NN work_v44vkh6bzramngvcrficy2no44 150 6 translations translation NNS work_v44vkh6bzramngvcrficy2no44 150 7 and and CC work_v44vkh6bzramngvcrficy2no44 150 8 the the DT work_v44vkh6bzramngvcrficy2no44 150 9 average average JJ work_v44vkh6bzramngvcrficy2no44 150 10 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 150 11 length length NN work_v44vkh6bzramngvcrficy2no44 150 12 is be VBZ work_v44vkh6bzramngvcrficy2no44 150 13 33 33 CD work_v44vkh6bzramngvcrficy2no44 150 14 words word NNS work_v44vkh6bzramngvcrficy2no44 150 15 . . . work_v44vkh6bzramngvcrficy2no44 151 1 To to TO work_v44vkh6bzramngvcrficy2no44 151 2 focus focus VB work_v44vkh6bzramngvcrficy2no44 151 3 the the DT work_v44vkh6bzramngvcrficy2no44 151 4 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 151 5 on on IN work_v44vkh6bzramngvcrficy2no44 151 6 problematic problematic JJ work_v44vkh6bzramngvcrficy2no44 151 7 re- re- JJ work_v44vkh6bzramngvcrficy2no44 151 8 ordering ordering NN work_v44vkh6bzramngvcrficy2no44 151 9 , , , work_v44vkh6bzramngvcrficy2no44 151 10 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 151 11 also also RB work_v44vkh6bzramngvcrficy2no44 151 12 consider consider VBP work_v44vkh6bzramngvcrficy2no44 151 13 a a DT work_v44vkh6bzramngvcrficy2no44 151 14 subset subset NN work_v44vkh6bzramngvcrficy2no44 151 15 of of IN work_v44vkh6bzramngvcrficy2no44 151 16 eval09-nw eval09-nw NN work_v44vkh6bzramngvcrficy2no44 151 17 containing contain VBG work_v44vkh6bzramngvcrficy2no44 151 18 only only JJ work_v44vkh6bzramngvcrficy2no44 151 19 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 151 20 where where WRB work_v44vkh6bzramngvcrficy2no44 151 21 the the DT work_v44vkh6bzramngvcrficy2no44 151 22 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 151 23 main main JJ work_v44vkh6bzramngvcrficy2no44 151 24 verb verb NN work_v44vkh6bzramngvcrficy2no44 151 25 is be VBZ work_v44vkh6bzramngvcrficy2no44 151 26 placed place VBN work_v44vkh6bzramngvcrficy2no44 151 27 before before IN work_v44vkh6bzramngvcrficy2no44 151 28 the the DT work_v44vkh6bzramngvcrficy2no44 151 29 subject subject NN work_v44vkh6bzramngvcrficy2no44 151 30 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 151 31 vs-09 vs-09 NNP work_v44vkh6bzramngvcrficy2no44 151 32 : : : work_v44vkh6bzramngvcrficy2no44 151 33 299 299 CD work_v44vkh6bzramngvcrficy2no44 151 34 sent send VBD work_v44vkh6bzramngvcrficy2no44 151 35 . . . work_v44vkh6bzramngvcrficy2no44 152 1 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 152 2 .8 .8 NFP work_v44vkh6bzramngvcrficy2no44 152 3 As as IN work_v44vkh6bzramngvcrficy2no44 152 4 pre pre JJ work_v44vkh6bzramngvcrficy2no44 152 5 - - JJ work_v44vkh6bzramngvcrficy2no44 152 6 processing process VBG work_v44vkh6bzramngvcrficy2no44 152 7 , , , work_v44vkh6bzramngvcrficy2no44 152 8 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 152 9 apply apply VBP work_v44vkh6bzramngvcrficy2no44 152 10 standard standard JJ work_v44vkh6bzramngvcrficy2no44 152 11 tokeniza- tokeniza- NN work_v44vkh6bzramngvcrficy2no44 152 12 tion tion NN work_v44vkh6bzramngvcrficy2no44 152 13 to to IN work_v44vkh6bzramngvcrficy2no44 152 14 the the DT work_v44vkh6bzramngvcrficy2no44 152 15 English english JJ work_v44vkh6bzramngvcrficy2no44 152 16 data datum NNS work_v44vkh6bzramngvcrficy2no44 152 17 , , , work_v44vkh6bzramngvcrficy2no44 152 18 while while IN work_v44vkh6bzramngvcrficy2no44 152 19 the the DT work_v44vkh6bzramngvcrficy2no44 152 20 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 152 21 data datum NNS work_v44vkh6bzramngvcrficy2no44 152 22 is be VBZ work_v44vkh6bzramngvcrficy2no44 152 23 segmented segment VBN work_v44vkh6bzramngvcrficy2no44 152 24 with with IN work_v44vkh6bzramngvcrficy2no44 152 25 AMIRA AMIRA NNP work_v44vkh6bzramngvcrficy2no44 152 26 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 152 27 Diab Diab NNP work_v44vkh6bzramngvcrficy2no44 152 28 et et NNP work_v44vkh6bzramngvcrficy2no44 152 29 al al NNP work_v44vkh6bzramngvcrficy2no44 152 30 . . NNP work_v44vkh6bzramngvcrficy2no44 152 31 , , , work_v44vkh6bzramngvcrficy2no44 152 32 2004 2004 CD work_v44vkh6bzramngvcrficy2no44 152 33 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 152 34 accord- accord- NN work_v44vkh6bzramngvcrficy2no44 152 35 ing e VBG work_v44vkh6bzramngvcrficy2no44 152 36 to to IN work_v44vkh6bzramngvcrficy2no44 152 37 the the DT work_v44vkh6bzramngvcrficy2no44 152 38 ATB ATB NNP work_v44vkh6bzramngvcrficy2no44 152 39 scheme9 scheme9 NN work_v44vkh6bzramngvcrficy2no44 152 40 . . . work_v44vkh6bzramngvcrficy2no44 153 1 The the DT work_v44vkh6bzramngvcrficy2no44 153 2 same same JJ work_v44vkh6bzramngvcrficy2no44 153 3 tool tool NN work_v44vkh6bzramngvcrficy2no44 153 4 also also RB work_v44vkh6bzramngvcrficy2no44 153 5 pro- pro- VBP work_v44vkh6bzramngvcrficy2no44 153 6 duces duce VBZ work_v44vkh6bzramngvcrficy2no44 153 7 POS pos NN work_v44vkh6bzramngvcrficy2no44 153 8 tagging tag VBG work_v44vkh6bzramngvcrficy2no44 153 9 and and CC work_v44vkh6bzramngvcrficy2no44 153 10 shallow shallow JJ work_v44vkh6bzramngvcrficy2no44 153 11 syntax syntax NN work_v44vkh6bzramngvcrficy2no44 153 12 annotation annotation NN work_v44vkh6bzramngvcrficy2no44 153 13 . . . work_v44vkh6bzramngvcrficy2no44 154 1 7The 7The `` work_v44vkh6bzramngvcrficy2no44 154 2 in in IN work_v44vkh6bzramngvcrficy2no44 154 3 - - HYPH work_v44vkh6bzramngvcrficy2no44 154 4 domain domain NN work_v44vkh6bzramngvcrficy2no44 154 5 parallel parallel JJ work_v44vkh6bzramngvcrficy2no44 154 6 data data NN work_v44vkh6bzramngvcrficy2no44 154 7 includes include VBZ work_v44vkh6bzramngvcrficy2no44 154 8 all all PDT work_v44vkh6bzramngvcrficy2no44 154 9 the the DT work_v44vkh6bzramngvcrficy2no44 154 10 provided provide VBN work_v44vkh6bzramngvcrficy2no44 154 11 cor- cor- NNP work_v44vkh6bzramngvcrficy2no44 154 12 pora pora NNP work_v44vkh6bzramngvcrficy2no44 154 13 except except IN work_v44vkh6bzramngvcrficy2no44 154 14 the the DT work_v44vkh6bzramngvcrficy2no44 154 15 UN UN NNP work_v44vkh6bzramngvcrficy2no44 154 16 proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 154 17 , , , work_v44vkh6bzramngvcrficy2no44 154 18 and and CC work_v44vkh6bzramngvcrficy2no44 154 19 the the DT work_v44vkh6bzramngvcrficy2no44 154 20 non non JJ work_v44vkh6bzramngvcrficy2no44 154 21 - - JJ work_v44vkh6bzramngvcrficy2no44 154 22 newswire newswire JJ work_v44vkh6bzramngvcrficy2no44 154 23 parts part NNS work_v44vkh6bzramngvcrficy2no44 154 24 of of IN work_v44vkh6bzramngvcrficy2no44 154 25 the the DT work_v44vkh6bzramngvcrficy2no44 154 26 small small JJ work_v44vkh6bzramngvcrficy2no44 154 27 GALE GALE NNP work_v44vkh6bzramngvcrficy2no44 154 28 - - HYPH work_v44vkh6bzramngvcrficy2no44 154 29 Y1-Q4 Y1-Q4 NNP work_v44vkh6bzramngvcrficy2no44 154 30 corpus corpus NNP work_v44vkh6bzramngvcrficy2no44 154 31 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 154 32 that that RB work_v44vkh6bzramngvcrficy2no44 154 33 is be VBZ work_v44vkh6bzramngvcrficy2no44 154 34 9 9 CD work_v44vkh6bzramngvcrficy2no44 154 35 K K NNP work_v44vkh6bzramngvcrficy2no44 154 36 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 154 37 of of IN work_v44vkh6bzramngvcrficy2no44 154 38 audio audio JJ work_v44vkh6bzramngvcrficy2no44 154 39 transcripts transcript NNS work_v44vkh6bzramngvcrficy2no44 154 40 and and CC work_v44vkh6bzramngvcrficy2no44 154 41 web web NN work_v44vkh6bzramngvcrficy2no44 154 42 data datum NNS work_v44vkh6bzramngvcrficy2no44 154 43 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 154 44 . . . work_v44vkh6bzramngvcrficy2no44 155 1 As as IN work_v44vkh6bzramngvcrficy2no44 155 2 reported report VBN work_v44vkh6bzramngvcrficy2no44 155 3 by by IN work_v44vkh6bzramngvcrficy2no44 155 4 Green Green NNP work_v44vkh6bzramngvcrficy2no44 155 5 et et NNP work_v44vkh6bzramngvcrficy2no44 155 6 al al NNP work_v44vkh6bzramngvcrficy2no44 155 7 . . . work_v44vkh6bzramngvcrficy2no44 156 1 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 156 2 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 156 3 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 156 4 the the DT work_v44vkh6bzramngvcrficy2no44 156 5 removal removal NN work_v44vkh6bzramngvcrficy2no44 156 6 of of IN work_v44vkh6bzramngvcrficy2no44 156 7 UN UN NNP work_v44vkh6bzramngvcrficy2no44 156 8 data datum NNS work_v44vkh6bzramngvcrficy2no44 156 9 does do VBZ work_v44vkh6bzramngvcrficy2no44 156 10 not not RB work_v44vkh6bzramngvcrficy2no44 156 11 affect affect VB work_v44vkh6bzramngvcrficy2no44 156 12 baseline baseline JJ work_v44vkh6bzramngvcrficy2no44 156 13 performances performance NNS work_v44vkh6bzramngvcrficy2no44 156 14 on on IN work_v44vkh6bzramngvcrficy2no44 156 15 the the DT work_v44vkh6bzramngvcrficy2no44 156 16 news news NN work_v44vkh6bzramngvcrficy2no44 156 17 benchmarks benchmark NNS work_v44vkh6bzramngvcrficy2no44 156 18 . . . work_v44vkh6bzramngvcrficy2no44 157 1 8Automatically 8Automatically NNP work_v44vkh6bzramngvcrficy2no44 157 2 detected detect VBN work_v44vkh6bzramngvcrficy2no44 157 3 by by IN work_v44vkh6bzramngvcrficy2no44 157 4 means mean NNS work_v44vkh6bzramngvcrficy2no44 157 5 of of IN work_v44vkh6bzramngvcrficy2no44 157 6 shallow shallow JJ work_v44vkh6bzramngvcrficy2no44 157 7 syntax syntax NN work_v44vkh6bzramngvcrficy2no44 157 8 rules rule NNS work_v44vkh6bzramngvcrficy2no44 157 9 . . . work_v44vkh6bzramngvcrficy2no44 158 1 9The 9the CD work_v44vkh6bzramngvcrficy2no44 158 2 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 158 3 Treebank Treebank NNP work_v44vkh6bzramngvcrficy2no44 158 4 tokenization tokenization NN work_v44vkh6bzramngvcrficy2no44 158 5 scheme scheme NN work_v44vkh6bzramngvcrficy2no44 158 6 isolates isolate VBZ work_v44vkh6bzramngvcrficy2no44 158 7 con- con- NNP work_v44vkh6bzramngvcrficy2no44 158 8 junctions junctions NNPS work_v44vkh6bzramngvcrficy2no44 158 9 w+ w+ NNP work_v44vkh6bzramngvcrficy2no44 158 10 and and CC work_v44vkh6bzramngvcrficy2no44 158 11 f+ f+ NNP work_v44vkh6bzramngvcrficy2no44 158 12 , , , work_v44vkh6bzramngvcrficy2no44 158 13 prepositions preposition NNS work_v44vkh6bzramngvcrficy2no44 158 14 l+ l+ $ work_v44vkh6bzramngvcrficy2no44 158 15 , , , work_v44vkh6bzramngvcrficy2no44 158 16 k+ k+ NNP work_v44vkh6bzramngvcrficy2no44 158 17 , , , work_v44vkh6bzramngvcrficy2no44 158 18 b+ b+ NNP work_v44vkh6bzramngvcrficy2no44 158 19 , , , work_v44vkh6bzramngvcrficy2no44 158 20 future future JJ work_v44vkh6bzramngvcrficy2no44 158 21 marker marker NN work_v44vkh6bzramngvcrficy2no44 158 22 s+ s+ CD work_v44vkh6bzramngvcrficy2no44 158 23 , , , work_v44vkh6bzramngvcrficy2no44 158 24 pronominal pronominal JJ work_v44vkh6bzramngvcrficy2no44 158 25 suffixes suffix NNS work_v44vkh6bzramngvcrficy2no44 158 26 , , , work_v44vkh6bzramngvcrficy2no44 158 27 but but CC work_v44vkh6bzramngvcrficy2no44 158 28 not not RB work_v44vkh6bzramngvcrficy2no44 158 29 the the DT work_v44vkh6bzramngvcrficy2no44 158 30 article article NN work_v44vkh6bzramngvcrficy2no44 158 31 Al+ Al+ NNP work_v44vkh6bzramngvcrficy2no44 158 32 . . . work_v44vkh6bzramngvcrficy2no44 159 1 332 332 CD work_v44vkh6bzramngvcrficy2no44 159 2 5.1 5.1 CD work_v44vkh6bzramngvcrficy2no44 159 3 Reordering Reordering NNP work_v44vkh6bzramngvcrficy2no44 159 4 model model NN work_v44vkh6bzramngvcrficy2no44 159 5 intrinsic intrinsic JJ work_v44vkh6bzramngvcrficy2no44 159 6 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 159 7 Before before IN work_v44vkh6bzramngvcrficy2no44 159 8 proceeding proceed VBG work_v44vkh6bzramngvcrficy2no44 159 9 to to IN work_v44vkh6bzramngvcrficy2no44 159 10 the the DT work_v44vkh6bzramngvcrficy2no44 159 11 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 159 12 experiments experiment NNS work_v44vkh6bzramngvcrficy2no44 159 13 , , , work_v44vkh6bzramngvcrficy2no44 159 14 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 159 15 evaluate evaluate VBP work_v44vkh6bzramngvcrficy2no44 159 16 the the DT work_v44vkh6bzramngvcrficy2no44 159 17 performance performance NN work_v44vkh6bzramngvcrficy2no44 159 18 of of IN work_v44vkh6bzramngvcrficy2no44 159 19 the the DT work_v44vkh6bzramngvcrficy2no44 159 20 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 159 21 reorder- reorder- NNP work_v44vkh6bzramngvcrficy2no44 159 22 ing ing NNP work_v44vkh6bzramngvcrficy2no44 159 23 model model NN work_v44vkh6bzramngvcrficy2no44 159 24 in in IN work_v44vkh6bzramngvcrficy2no44 159 25 isolation isolation NN work_v44vkh6bzramngvcrficy2no44 159 26 . . . work_v44vkh6bzramngvcrficy2no44 160 1 All all PDT work_v44vkh6bzramngvcrficy2no44 160 2 the the DT work_v44vkh6bzramngvcrficy2no44 160 3 tested test VBN work_v44vkh6bzramngvcrficy2no44 160 4 configura- configura- JJ work_v44vkh6bzramngvcrficy2no44 160 5 tions tion NNS work_v44vkh6bzramngvcrficy2no44 160 6 are be VBP work_v44vkh6bzramngvcrficy2no44 160 7 trained train VBN work_v44vkh6bzramngvcrficy2no44 160 8 with with IN work_v44vkh6bzramngvcrficy2no44 160 9 the the DT work_v44vkh6bzramngvcrficy2no44 160 10 freely freely RB work_v44vkh6bzramngvcrficy2no44 160 11 available available JJ work_v44vkh6bzramngvcrficy2no44 160 12 MegaM MegaM NNP work_v44vkh6bzramngvcrficy2no44 160 13 Toolkit10 Toolkit10 NNP work_v44vkh6bzramngvcrficy2no44 160 14 , , , work_v44vkh6bzramngvcrficy2no44 160 15 implementing implement VBG work_v44vkh6bzramngvcrficy2no44 160 16 the the DT work_v44vkh6bzramngvcrficy2no44 160 17 conjugate conjugate JJ work_v44vkh6bzramngvcrficy2no44 160 18 gradient gradient NN work_v44vkh6bzramngvcrficy2no44 160 19 method method NN work_v44vkh6bzramngvcrficy2no44 160 20 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 160 21 Hestenes Hestenes NNP work_v44vkh6bzramngvcrficy2no44 160 22 and and CC work_v44vkh6bzramngvcrficy2no44 160 23 Stiefel Stiefel NNP work_v44vkh6bzramngvcrficy2no44 160 24 , , , work_v44vkh6bzramngvcrficy2no44 160 25 1952 1952 CD work_v44vkh6bzramngvcrficy2no44 160 26 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 160 27 , , , work_v44vkh6bzramngvcrficy2no44 160 28 in in IN work_v44vkh6bzramngvcrficy2no44 160 29 maximum maximum JJ work_v44vkh6bzramngvcrficy2no44 160 30 100 100 CD work_v44vkh6bzramngvcrficy2no44 160 31 iterations iteration NNS work_v44vkh6bzramngvcrficy2no44 160 32 . . . work_v44vkh6bzramngvcrficy2no44 161 1 Training training NN work_v44vkh6bzramngvcrficy2no44 161 2 samples sample NNS work_v44vkh6bzramngvcrficy2no44 161 3 are be VBP work_v44vkh6bzramngvcrficy2no44 161 4 generated generate VBN work_v44vkh6bzramngvcrficy2no44 161 5 within within IN work_v44vkh6bzramngvcrficy2no44 161 6 a a DT work_v44vkh6bzramngvcrficy2no44 161 7 sampling sample VBG work_v44vkh6bzramngvcrficy2no44 161 8 window window NN work_v44vkh6bzramngvcrficy2no44 161 9 of of IN work_v44vkh6bzramngvcrficy2no44 161 10 width width NN work_v44vkh6bzramngvcrficy2no44 161 11 # # NN work_v44vkh6bzramngvcrficy2no44 161 12 = = SYM work_v44vkh6bzramngvcrficy2no44 161 13 10 10 CD work_v44vkh6bzramngvcrficy2no44 161 14 , , , work_v44vkh6bzramngvcrficy2no44 161 15 from from IN work_v44vkh6bzramngvcrficy2no44 161 16 a a DT work_v44vkh6bzramngvcrficy2no44 161 17 subset subset NN work_v44vkh6bzramngvcrficy2no44 161 18 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 161 19 30 30 CD work_v44vkh6bzramngvcrficy2no44 161 20 K k NN work_v44vkh6bzramngvcrficy2no44 161 21 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 161 22 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 161 23 of of IN work_v44vkh6bzramngvcrficy2no44 161 24 the the DT work_v44vkh6bzramngvcrficy2no44 161 25 parallel parallel JJ work_v44vkh6bzramngvcrficy2no44 161 26 data datum NNS work_v44vkh6bzramngvcrficy2no44 161 27 described describe VBN work_v44vkh6bzramngvcrficy2no44 161 28 above above RB work_v44vkh6bzramngvcrficy2no44 161 29 , , , work_v44vkh6bzramngvcrficy2no44 161 30 resulting result VBG work_v44vkh6bzramngvcrficy2no44 161 31 in in IN work_v44vkh6bzramngvcrficy2no44 161 32 8 8 CD work_v44vkh6bzramngvcrficy2no44 161 33 M m NN work_v44vkh6bzramngvcrficy2no44 161 34 training training NN work_v44vkh6bzramngvcrficy2no44 161 35 word word NN work_v44vkh6bzramngvcrficy2no44 161 36 pairs11 pairs11 NN work_v44vkh6bzramngvcrficy2no44 161 37 . . . work_v44vkh6bzramngvcrficy2no44 162 1 Test test NN work_v44vkh6bzramngvcrficy2no44 162 2 samples sample NNS work_v44vkh6bzramngvcrficy2no44 162 3 are be VBP work_v44vkh6bzramngvcrficy2no44 162 4 generated generate VBN work_v44vkh6bzramngvcrficy2no44 162 5 from from IN work_v44vkh6bzramngvcrficy2no44 162 6 TIDES TIDES NNP work_v44vkh6bzramngvcrficy2no44 162 7 - - HYPH work_v44vkh6bzramngvcrficy2no44 162 8 MT04 MT04 NNP work_v44vkh6bzramngvcrficy2no44 162 9 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 162 10 1324 1324 CD work_v44vkh6bzramngvcrficy2no44 162 11 sen- sen- NN work_v44vkh6bzramngvcrficy2no44 162 12 tences tence NNS work_v44vkh6bzramngvcrficy2no44 162 13 , , , work_v44vkh6bzramngvcrficy2no44 162 14 370 370 CD work_v44vkh6bzramngvcrficy2no44 162 15 K k NN work_v44vkh6bzramngvcrficy2no44 162 16 samples sample NNS work_v44vkh6bzramngvcrficy2no44 162 17 with with IN work_v44vkh6bzramngvcrficy2no44 162 18 # # $ work_v44vkh6bzramngvcrficy2no44 162 19 = = SYM work_v44vkh6bzramngvcrficy2no44 162 20 10 10 CD work_v44vkh6bzramngvcrficy2no44 162 21 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 162 22 , , , work_v44vkh6bzramngvcrficy2no44 162 23 one one CD work_v44vkh6bzramngvcrficy2no44 162 24 of of IN work_v44vkh6bzramngvcrficy2no44 162 25 the the DT work_v44vkh6bzramngvcrficy2no44 162 26 corpora corpora NN work_v44vkh6bzramngvcrficy2no44 162 27 included include VBN work_v44vkh6bzramngvcrficy2no44 162 28 in in IN work_v44vkh6bzramngvcrficy2no44 162 29 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 162 30 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 162 31 training training NN work_v44vkh6bzramngvcrficy2no44 162 32 data datum NNS work_v44vkh6bzramngvcrficy2no44 162 33 . . . work_v44vkh6bzramngvcrficy2no44 163 1 Features feature NNS work_v44vkh6bzramngvcrficy2no44 163 2 with with IN work_v44vkh6bzramngvcrficy2no44 163 3 less less JJR work_v44vkh6bzramngvcrficy2no44 163 4 than than IN work_v44vkh6bzramngvcrficy2no44 163 5 20 20 CD work_v44vkh6bzramngvcrficy2no44 163 6 occurrences occurrence NNS work_v44vkh6bzramngvcrficy2no44 163 7 are be VBP work_v44vkh6bzramngvcrficy2no44 163 8 ignored ignore VBN work_v44vkh6bzramngvcrficy2no44 163 9 . . . work_v44vkh6bzramngvcrficy2no44 164 1 Classification classification NN work_v44vkh6bzramngvcrficy2no44 164 2 accuracy accuracy NN work_v44vkh6bzramngvcrficy2no44 164 3 . . . work_v44vkh6bzramngvcrficy2no44 165 1 Table table NN work_v44vkh6bzramngvcrficy2no44 165 2 3 3 CD work_v44vkh6bzramngvcrficy2no44 165 3 presents present NNS work_v44vkh6bzramngvcrficy2no44 165 4 preci- preci- JJ work_v44vkh6bzramngvcrficy2no44 165 5 sion sion NN work_v44vkh6bzramngvcrficy2no44 165 6 , , , work_v44vkh6bzramngvcrficy2no44 165 7 recall recall NN work_v44vkh6bzramngvcrficy2no44 165 8 , , , work_v44vkh6bzramngvcrficy2no44 165 9 and and CC work_v44vkh6bzramngvcrficy2no44 165 10 F F NNP work_v44vkh6bzramngvcrficy2no44 165 11 - - HYPH work_v44vkh6bzramngvcrficy2no44 165 12 score score NN work_v44vkh6bzramngvcrficy2no44 165 13 achieved achieve VBN work_v44vkh6bzramngvcrficy2no44 165 14 by by IN work_v44vkh6bzramngvcrficy2no44 165 15 different different JJ work_v44vkh6bzramngvcrficy2no44 165 16 fea- fea- NN work_v44vkh6bzramngvcrficy2no44 165 17 ture ture NN work_v44vkh6bzramngvcrficy2no44 165 18 subsets subset NNS work_v44vkh6bzramngvcrficy2no44 165 19 , , , work_v44vkh6bzramngvcrficy2no44 165 20 where where WRB work_v44vkh6bzramngvcrficy2no44 165 21 W w NN work_v44vkh6bzramngvcrficy2no44 165 22 stands stand VBZ work_v44vkh6bzramngvcrficy2no44 165 23 for for IN work_v44vkh6bzramngvcrficy2no44 165 24 word word NN work_v44vkh6bzramngvcrficy2no44 165 25 - - HYPH work_v44vkh6bzramngvcrficy2no44 165 26 based base VBN work_v44vkh6bzramngvcrficy2no44 165 27 , , , work_v44vkh6bzramngvcrficy2no44 165 28 P p NN work_v44vkh6bzramngvcrficy2no44 165 29 for for IN work_v44vkh6bzramngvcrficy2no44 165 30 POS POS NNP work_v44vkh6bzramngvcrficy2no44 165 31 - - HYPH work_v44vkh6bzramngvcrficy2no44 165 32 based base VBN work_v44vkh6bzramngvcrficy2no44 165 33 and and CC work_v44vkh6bzramngvcrficy2no44 165 34 C C NNP work_v44vkh6bzramngvcrficy2no44 165 35 for for IN work_v44vkh6bzramngvcrficy2no44 165 36 chunk chunk NN work_v44vkh6bzramngvcrficy2no44 165 37 - - HYPH work_v44vkh6bzramngvcrficy2no44 165 38 based base VBN work_v44vkh6bzramngvcrficy2no44 165 39 feature feature NN work_v44vkh6bzramngvcrficy2no44 165 40 templates template NNS work_v44vkh6bzramngvcrficy2no44 165 41 . . . work_v44vkh6bzramngvcrficy2no44 166 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 166 2 can can MD work_v44vkh6bzramngvcrficy2no44 166 3 see see VB work_v44vkh6bzramngvcrficy2no44 166 4 that that IN work_v44vkh6bzramngvcrficy2no44 166 5 all all DT work_v44vkh6bzramngvcrficy2no44 166 6 feature feature NN work_v44vkh6bzramngvcrficy2no44 166 7 types type NNS work_v44vkh6bzramngvcrficy2no44 166 8 contribute contribute VBP work_v44vkh6bzramngvcrficy2no44 166 9 to to TO work_v44vkh6bzramngvcrficy2no44 166 10 im- im- RB work_v44vkh6bzramngvcrficy2no44 166 11 prove prove VB work_v44vkh6bzramngvcrficy2no44 166 12 the the DT work_v44vkh6bzramngvcrficy2no44 166 13 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 166 14 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 166 15 performance performance NN work_v44vkh6bzramngvcrficy2no44 166 16 . . . work_v44vkh6bzramngvcrficy2no44 167 1 The the DT work_v44vkh6bzramngvcrficy2no44 167 2 word word NN work_v44vkh6bzramngvcrficy2no44 167 3 - - HYPH work_v44vkh6bzramngvcrficy2no44 167 4 based base VBN work_v44vkh6bzramngvcrficy2no44 167 5 model model NN work_v44vkh6bzramngvcrficy2no44 167 6 achieves achieve VBZ work_v44vkh6bzramngvcrficy2no44 167 7 the the DT work_v44vkh6bzramngvcrficy2no44 167 8 highest high JJS work_v44vkh6bzramngvcrficy2no44 167 9 precision precision NN work_v44vkh6bzramngvcrficy2no44 167 10 but but CC work_v44vkh6bzramngvcrficy2no44 167 11 a a DT work_v44vkh6bzramngvcrficy2no44 167 12 very very RB work_v44vkh6bzramngvcrficy2no44 167 13 low low JJ work_v44vkh6bzramngvcrficy2no44 167 14 recall recall NN work_v44vkh6bzramngvcrficy2no44 167 15 , , , work_v44vkh6bzramngvcrficy2no44 167 16 while while IN work_v44vkh6bzramngvcrficy2no44 167 17 the the DT work_v44vkh6bzramngvcrficy2no44 167 18 POS POS NNP work_v44vkh6bzramngvcrficy2no44 167 19 - - HYPH work_v44vkh6bzramngvcrficy2no44 167 20 based base VBN work_v44vkh6bzramngvcrficy2no44 167 21 has have VBZ work_v44vkh6bzramngvcrficy2no44 167 22 much much RB work_v44vkh6bzramngvcrficy2no44 167 23 more more JJR work_v44vkh6bzramngvcrficy2no44 167 24 bal- bal- JJ work_v44vkh6bzramngvcrficy2no44 167 25 anced anced JJ work_v44vkh6bzramngvcrficy2no44 167 26 scores score NNS work_v44vkh6bzramngvcrficy2no44 167 27 . . . work_v44vkh6bzramngvcrficy2no44 168 1 A a DT work_v44vkh6bzramngvcrficy2no44 168 2 better well JJR work_v44vkh6bzramngvcrficy2no44 168 3 performance performance NN work_v44vkh6bzramngvcrficy2no44 168 4 overall overall NN work_v44vkh6bzramngvcrficy2no44 168 5 is be VBZ work_v44vkh6bzramngvcrficy2no44 168 6 ob- ob- RB work_v44vkh6bzramngvcrficy2no44 168 7 tained taine VBN work_v44vkh6bzramngvcrficy2no44 168 8 by by IN work_v44vkh6bzramngvcrficy2no44 168 9 combining combine VBG work_v44vkh6bzramngvcrficy2no44 168 10 word- word- NN work_v44vkh6bzramngvcrficy2no44 168 11 , , , work_v44vkh6bzramngvcrficy2no44 168 12 POS- pos- JJ work_v44vkh6bzramngvcrficy2no44 168 13 and and CC work_v44vkh6bzramngvcrficy2no44 168 14 mixed mixed JJ work_v44vkh6bzramngvcrficy2no44 168 15 word- word- NN work_v44vkh6bzramngvcrficy2no44 168 16 POS POS NNP work_v44vkh6bzramngvcrficy2no44 168 17 - - HYPH work_v44vkh6bzramngvcrficy2no44 168 18 based base VBN work_v44vkh6bzramngvcrficy2no44 168 19 features feature NNS work_v44vkh6bzramngvcrficy2no44 168 20 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 168 21 62.6 62.6 CD work_v44vkh6bzramngvcrficy2no44 168 22 % % NN work_v44vkh6bzramngvcrficy2no44 168 23 F F NNP work_v44vkh6bzramngvcrficy2no44 168 24 - - HYPH work_v44vkh6bzramngvcrficy2no44 168 25 score score NN work_v44vkh6bzramngvcrficy2no44 168 26 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 168 27 . . . work_v44vkh6bzramngvcrficy2no44 169 1 Finally finally RB work_v44vkh6bzramngvcrficy2no44 169 2 , , , work_v44vkh6bzramngvcrficy2no44 169 3 the the DT work_v44vkh6bzramngvcrficy2no44 169 4 addition addition NN work_v44vkh6bzramngvcrficy2no44 169 5 of of IN work_v44vkh6bzramngvcrficy2no44 169 6 chunk chunk NN work_v44vkh6bzramngvcrficy2no44 169 7 - - HYPH work_v44vkh6bzramngvcrficy2no44 169 8 based base VBN work_v44vkh6bzramngvcrficy2no44 169 9 features feature VBZ work_v44vkh6bzramngvcrficy2no44 169 10 yields yield NNS work_v44vkh6bzramngvcrficy2no44 169 11 a a DT work_v44vkh6bzramngvcrficy2no44 169 12 further further JJ work_v44vkh6bzramngvcrficy2no44 169 13 im- im- XX work_v44vkh6bzramngvcrficy2no44 169 14 provement provement NN work_v44vkh6bzramngvcrficy2no44 169 15 of of IN work_v44vkh6bzramngvcrficy2no44 169 16 about about RB work_v44vkh6bzramngvcrficy2no44 169 17 1 1 CD work_v44vkh6bzramngvcrficy2no44 169 18 point point NN work_v44vkh6bzramngvcrficy2no44 169 19 , , , work_v44vkh6bzramngvcrficy2no44 169 20 reaching reach VBG work_v44vkh6bzramngvcrficy2no44 169 21 63.8 63.8 CD work_v44vkh6bzramngvcrficy2no44 169 22 % % NN work_v44vkh6bzramngvcrficy2no44 169 23 F F NNP work_v44vkh6bzramngvcrficy2no44 169 24 - - HYPH work_v44vkh6bzramngvcrficy2no44 169 25 score score NN work_v44vkh6bzramngvcrficy2no44 169 26 . . . work_v44vkh6bzramngvcrficy2no44 170 1 Given give VBN work_v44vkh6bzramngvcrficy2no44 170 2 these these DT work_v44vkh6bzramngvcrficy2no44 170 3 results result NNS work_v44vkh6bzramngvcrficy2no44 170 4 , , , work_v44vkh6bzramngvcrficy2no44 170 5 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 170 6 decide decide VBP work_v44vkh6bzramngvcrficy2no44 170 7 to to TO work_v44vkh6bzramngvcrficy2no44 170 8 use use VB work_v44vkh6bzramngvcrficy2no44 170 9 the the DT work_v44vkh6bzramngvcrficy2no44 170 10 W w NN work_v44vkh6bzramngvcrficy2no44 170 11 , , , work_v44vkh6bzramngvcrficy2no44 170 12 P p NN work_v44vkh6bzramngvcrficy2no44 170 13 , , , work_v44vkh6bzramngvcrficy2no44 170 14 C c NN work_v44vkh6bzramngvcrficy2no44 170 15 model model NN work_v44vkh6bzramngvcrficy2no44 170 16 for for IN work_v44vkh6bzramngvcrficy2no44 170 17 the the DT work_v44vkh6bzramngvcrficy2no44 170 18 rest rest NN work_v44vkh6bzramngvcrficy2no44 170 19 of of IN work_v44vkh6bzramngvcrficy2no44 170 20 the the DT work_v44vkh6bzramngvcrficy2no44 170 21 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 170 22 . . . work_v44vkh6bzramngvcrficy2no44 171 1 Features feature NNS work_v44vkh6bzramngvcrficy2no44 171 2 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 171 3 templates template NNS work_v44vkh6bzramngvcrficy2no44 171 4 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 171 5 P p NN work_v44vkh6bzramngvcrficy2no44 171 6 R r NN work_v44vkh6bzramngvcrficy2no44 171 7 F f NN work_v44vkh6bzramngvcrficy2no44 171 8 W w NN work_v44vkh6bzramngvcrficy2no44 171 9 [ [ -LRB- work_v44vkh6bzramngvcrficy2no44 171 10 1 1 CD work_v44vkh6bzramngvcrficy2no44 171 11 - - SYM work_v44vkh6bzramngvcrficy2no44 171 12 7 7 CD work_v44vkh6bzramngvcrficy2no44 171 13 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 171 14 73.1 73.1 CD work_v44vkh6bzramngvcrficy2no44 171 15 16.4 16.4 CD work_v44vkh6bzramngvcrficy2no44 171 16 26.8 26.8 CD work_v44vkh6bzramngvcrficy2no44 171 17 P p NN work_v44vkh6bzramngvcrficy2no44 171 18 [ [ -LRB- work_v44vkh6bzramngvcrficy2no44 171 19 8 8 CD work_v44vkh6bzramngvcrficy2no44 171 20 - - SYM work_v44vkh6bzramngvcrficy2no44 171 21 15 15 CD work_v44vkh6bzramngvcrficy2no44 171 22 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 171 23 69.5 69.5 CD work_v44vkh6bzramngvcrficy2no44 171 24 54.8 54.8 CD work_v44vkh6bzramngvcrficy2no44 171 25 61.3 61.3 CD work_v44vkh6bzramngvcrficy2no44 171 26 W w NN work_v44vkh6bzramngvcrficy2no44 171 27 , , , work_v44vkh6bzramngvcrficy2no44 171 28 P p NN work_v44vkh6bzramngvcrficy2no44 171 29 [ [ -LRB- work_v44vkh6bzramngvcrficy2no44 171 30 1 1 CD work_v44vkh6bzramngvcrficy2no44 171 31 - - SYM work_v44vkh6bzramngvcrficy2no44 171 32 17 17 CD work_v44vkh6bzramngvcrficy2no44 171 33 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 171 34 70.2 70.2 CD work_v44vkh6bzramngvcrficy2no44 171 35 56.5 56.5 CD work_v44vkh6bzramngvcrficy2no44 171 36 62.6 62.6 CD work_v44vkh6bzramngvcrficy2no44 171 37 W W NNP work_v44vkh6bzramngvcrficy2no44 171 38 , , , work_v44vkh6bzramngvcrficy2no44 171 39 P p NN work_v44vkh6bzramngvcrficy2no44 171 40 , , , work_v44vkh6bzramngvcrficy2no44 171 41 C C NNP work_v44vkh6bzramngvcrficy2no44 171 42 [ [ -LRB- work_v44vkh6bzramngvcrficy2no44 171 43 1 1 CD work_v44vkh6bzramngvcrficy2no44 171 44 - - SYM work_v44vkh6bzramngvcrficy2no44 171 45 21 21 CD work_v44vkh6bzramngvcrficy2no44 171 46 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 171 47 70.6 70.6 CD work_v44vkh6bzramngvcrficy2no44 171 48 58.1 58.1 CD work_v44vkh6bzramngvcrficy2no44 171 49 63.8 63.8 CD work_v44vkh6bzramngvcrficy2no44 171 50 Table table NN work_v44vkh6bzramngvcrficy2no44 171 51 3 3 CD work_v44vkh6bzramngvcrficy2no44 171 52 : : : work_v44vkh6bzramngvcrficy2no44 171 53 Classification classification NN work_v44vkh6bzramngvcrficy2no44 171 54 accuracy accuracy NN work_v44vkh6bzramngvcrficy2no44 171 55 of of IN work_v44vkh6bzramngvcrficy2no44 171 56 the the DT work_v44vkh6bzramngvcrficy2no44 171 57 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 171 58 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 171 59 model model NN work_v44vkh6bzramngvcrficy2no44 171 60 on on IN work_v44vkh6bzramngvcrficy2no44 171 61 TIDES TIDES NNP work_v44vkh6bzramngvcrficy2no44 171 62 - - HYPH work_v44vkh6bzramngvcrficy2no44 171 63 MT04 MT04 NNP work_v44vkh6bzramngvcrficy2no44 171 64 , , , work_v44vkh6bzramngvcrficy2no44 171 65 using use VBG work_v44vkh6bzramngvcrficy2no44 171 66 different different JJ work_v44vkh6bzramngvcrficy2no44 171 67 feature feature NN work_v44vkh6bzramngvcrficy2no44 171 68 subsets subset NNS work_v44vkh6bzramngvcrficy2no44 171 69 . . . work_v44vkh6bzramngvcrficy2no44 172 1 The the DT work_v44vkh6bzramngvcrficy2no44 172 2 template template NN work_v44vkh6bzramngvcrficy2no44 172 3 numbers number NNS work_v44vkh6bzramngvcrficy2no44 172 4 refer refer VBP work_v44vkh6bzramngvcrficy2no44 172 5 to to IN work_v44vkh6bzramngvcrficy2no44 172 6 the the DT work_v44vkh6bzramngvcrficy2no44 172 7 rows row NNS work_v44vkh6bzramngvcrficy2no44 172 8 of of IN work_v44vkh6bzramngvcrficy2no44 172 9 Table table NN work_v44vkh6bzramngvcrficy2no44 172 10 1 1 CD work_v44vkh6bzramngvcrficy2no44 172 11 . . . work_v44vkh6bzramngvcrficy2no44 173 1 Ranking rank VBG work_v44vkh6bzramngvcrficy2no44 173 2 accuracy accuracy NN work_v44vkh6bzramngvcrficy2no44 173 3 . . . work_v44vkh6bzramngvcrficy2no44 174 1 A a DT work_v44vkh6bzramngvcrficy2no44 174 2 more more RBR work_v44vkh6bzramngvcrficy2no44 174 3 important important JJ work_v44vkh6bzramngvcrficy2no44 174 4 aspect aspect NN work_v44vkh6bzramngvcrficy2no44 174 5 to to TO work_v44vkh6bzramngvcrficy2no44 174 6 evaluate evaluate VB work_v44vkh6bzramngvcrficy2no44 174 7 for for IN work_v44vkh6bzramngvcrficy2no44 174 8 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 174 9 application application NN work_v44vkh6bzramngvcrficy2no44 174 10 is be VBZ work_v44vkh6bzramngvcrficy2no44 174 11 how how WRB work_v44vkh6bzramngvcrficy2no44 174 12 well well RB work_v44vkh6bzramngvcrficy2no44 174 13 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 174 14 model model NN work_v44vkh6bzramngvcrficy2no44 174 15 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 174 16 scores score NNS work_v44vkh6bzramngvcrficy2no44 174 17 can can MD work_v44vkh6bzramngvcrficy2no44 174 18 rank rank VB work_v44vkh6bzramngvcrficy2no44 174 19 a a DT work_v44vkh6bzramngvcrficy2no44 174 20 typical typical JJ work_v44vkh6bzramngvcrficy2no44 174 21 set set NN work_v44vkh6bzramngvcrficy2no44 174 22 of of IN work_v44vkh6bzramngvcrficy2no44 174 23 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 174 24 options option NNS work_v44vkh6bzramngvcrficy2no44 174 25 . . . work_v44vkh6bzramngvcrficy2no44 175 1 In in IN work_v44vkh6bzramngvcrficy2no44 175 2 fact fact NN work_v44vkh6bzramngvcrficy2no44 175 3 , , , work_v44vkh6bzramngvcrficy2no44 175 4 the the DT work_v44vkh6bzramngvcrficy2no44 175 5 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 175 6 model model NN work_v44vkh6bzramngvcrficy2no44 175 7 is be VBZ work_v44vkh6bzramngvcrficy2no44 175 8 not not RB work_v44vkh6bzramngvcrficy2no44 175 9 meant mean VBN work_v44vkh6bzramngvcrficy2no44 175 10 to to TO work_v44vkh6bzramngvcrficy2no44 175 11 be be VB work_v44vkh6bzramngvcrficy2no44 175 12 used use VBN work_v44vkh6bzramngvcrficy2no44 175 13 as as IN work_v44vkh6bzramngvcrficy2no44 175 14 10http://www.cs.utah.edu/˜hal/megam/ 10http://www.cs.utah.edu/˜hal/megam/ CD work_v44vkh6bzramngvcrficy2no44 175 15 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 175 16 Daumé Daumé NNP work_v44vkh6bzramngvcrficy2no44 175 17 III iii CD work_v44vkh6bzramngvcrficy2no44 175 18 , , , work_v44vkh6bzramngvcrficy2no44 175 19 2004 2004 CD work_v44vkh6bzramngvcrficy2no44 175 20 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 175 21 . . . work_v44vkh6bzramngvcrficy2no44 176 1 11This 11this CD work_v44vkh6bzramngvcrficy2no44 176 2 is be VBZ work_v44vkh6bzramngvcrficy2no44 176 3 the the DT work_v44vkh6bzramngvcrficy2no44 176 4 maximum maximum JJ work_v44vkh6bzramngvcrficy2no44 176 5 number number NN work_v44vkh6bzramngvcrficy2no44 176 6 of of IN work_v44vkh6bzramngvcrficy2no44 176 7 samples sample NNS work_v44vkh6bzramngvcrficy2no44 176 8 manageable manageable JJ work_v44vkh6bzramngvcrficy2no44 176 9 by by IN work_v44vkh6bzramngvcrficy2no44 176 10 MegaM. megam. NN work_v44vkh6bzramngvcrficy2no44 177 1 However however RB work_v44vkh6bzramngvcrficy2no44 177 2 , , , work_v44vkh6bzramngvcrficy2no44 177 3 even even RB work_v44vkh6bzramngvcrficy2no44 177 4 scaling scale VBG work_v44vkh6bzramngvcrficy2no44 177 5 from from IN work_v44vkh6bzramngvcrficy2no44 177 6 4 4 CD work_v44vkh6bzramngvcrficy2no44 177 7 M M NNP work_v44vkh6bzramngvcrficy2no44 177 8 to to TO work_v44vkh6bzramngvcrficy2no44 177 9 8 8 CD work_v44vkh6bzramngvcrficy2no44 177 10 M m NN work_v44vkh6bzramngvcrficy2no44 177 11 was be VBD work_v44vkh6bzramngvcrficy2no44 177 12 only only RB work_v44vkh6bzramngvcrficy2no44 177 13 slightly slightly RB work_v44vkh6bzramngvcrficy2no44 177 14 helpful helpful JJ work_v44vkh6bzramngvcrficy2no44 177 15 in in IN work_v44vkh6bzramngvcrficy2no44 177 16 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 177 17 experiments experiment NNS work_v44vkh6bzramngvcrficy2no44 177 18 . . . work_v44vkh6bzramngvcrficy2no44 178 1 In in IN work_v44vkh6bzramngvcrficy2no44 178 2 the the DT work_v44vkh6bzramngvcrficy2no44 178 3 future future NN work_v44vkh6bzramngvcrficy2no44 178 4 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 178 5 plan plan VBP work_v44vkh6bzramngvcrficy2no44 178 6 to to TO work_v44vkh6bzramngvcrficy2no44 178 7 test test VB work_v44vkh6bzramngvcrficy2no44 178 8 other other JJ work_v44vkh6bzramngvcrficy2no44 178 9 learning learning NN work_v44vkh6bzramngvcrficy2no44 178 10 approaches approach NNS work_v44vkh6bzramngvcrficy2no44 178 11 that that WDT work_v44vkh6bzramngvcrficy2no44 178 12 scale scale NN work_v44vkh6bzramngvcrficy2no44 178 13 better well RBR work_v44vkh6bzramngvcrficy2no44 178 14 to to IN work_v44vkh6bzramngvcrficy2no44 178 15 large large JJ work_v44vkh6bzramngvcrficy2no44 178 16 data data NN work_v44vkh6bzramngvcrficy2no44 178 17 sets set NNS work_v44vkh6bzramngvcrficy2no44 178 18 . . . work_v44vkh6bzramngvcrficy2no44 179 1 a a DT work_v44vkh6bzramngvcrficy2no44 179 2 stand stand VB work_v44vkh6bzramngvcrficy2no44 179 3 - - HYPH work_v44vkh6bzramngvcrficy2no44 179 4 alone alone RB work_v44vkh6bzramngvcrficy2no44 179 5 classifier classifier NN work_v44vkh6bzramngvcrficy2no44 179 6 , , , work_v44vkh6bzramngvcrficy2no44 179 7 but but CC work_v44vkh6bzramngvcrficy2no44 179 8 as as IN work_v44vkh6bzramngvcrficy2no44 179 9 one one CD work_v44vkh6bzramngvcrficy2no44 179 10 of of IN work_v44vkh6bzramngvcrficy2no44 179 11 several several JJ work_v44vkh6bzramngvcrficy2no44 179 12 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 179 13 feature feature NN work_v44vkh6bzramngvcrficy2no44 179 14 functions function NNS work_v44vkh6bzramngvcrficy2no44 179 15 . . . work_v44vkh6bzramngvcrficy2no44 180 1 Moreover moreover RB work_v44vkh6bzramngvcrficy2no44 180 2 , , , work_v44vkh6bzramngvcrficy2no44 180 3 for for IN work_v44vkh6bzramngvcrficy2no44 180 4 early early JJ work_v44vkh6bzramngvcrficy2no44 180 5 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 180 6 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 180 7 to to TO work_v44vkh6bzramngvcrficy2no44 180 8 be be VB work_v44vkh6bzramngvcrficy2no44 180 9 effective effective JJ work_v44vkh6bzramngvcrficy2no44 180 10 , , , work_v44vkh6bzramngvcrficy2no44 180 11 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 180 12 is be VBZ work_v44vkh6bzramngvcrficy2no44 180 13 especially especially RB work_v44vkh6bzramngvcrficy2no44 180 14 important important JJ work_v44vkh6bzramngvcrficy2no44 180 15 that that IN work_v44vkh6bzramngvcrficy2no44 180 16 the the DT work_v44vkh6bzramngvcrficy2no44 180 17 correct correct JJ work_v44vkh6bzramngvcrficy2no44 180 18 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 180 19 option option NN work_v44vkh6bzramngvcrficy2no44 180 20 be be VB work_v44vkh6bzramngvcrficy2no44 180 21 ranked rank VBN work_v44vkh6bzramngvcrficy2no44 180 22 in in IN work_v44vkh6bzramngvcrficy2no44 180 23 the the DT work_v44vkh6bzramngvcrficy2no44 180 24 top top NN work_v44vkh6bzramngvcrficy2no44 180 25 n n CC work_v44vkh6bzramngvcrficy2no44 180 26 among among IN work_v44vkh6bzramngvcrficy2no44 180 27 those those DT work_v44vkh6bzramngvcrficy2no44 180 28 available available JJ work_v44vkh6bzramngvcrficy2no44 180 29 at at IN work_v44vkh6bzramngvcrficy2no44 180 30 the the DT work_v44vkh6bzramngvcrficy2no44 180 31 time time NN work_v44vkh6bzramngvcrficy2no44 180 32 of of IN work_v44vkh6bzramngvcrficy2no44 180 33 a a DT work_v44vkh6bzramngvcrficy2no44 180 34 given give VBN work_v44vkh6bzramngvcrficy2no44 180 35 hypoth- hypoth- PRP$ work_v44vkh6bzramngvcrficy2no44 180 36 esis esis NN work_v44vkh6bzramngvcrficy2no44 180 37 expansion expansion NN work_v44vkh6bzramngvcrficy2no44 180 38 . . . work_v44vkh6bzramngvcrficy2no44 181 1 In in IN work_v44vkh6bzramngvcrficy2no44 181 2 order order NN work_v44vkh6bzramngvcrficy2no44 181 3 to to TO work_v44vkh6bzramngvcrficy2no44 181 4 measure measure VB work_v44vkh6bzramngvcrficy2no44 181 5 this this DT work_v44vkh6bzramngvcrficy2no44 181 6 , , , work_v44vkh6bzramngvcrficy2no44 181 7 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 181 8 simulate simulate VBP work_v44vkh6bzramngvcrficy2no44 181 9 the the DT work_v44vkh6bzramngvcrficy2no44 181 10 decoding decoding JJ work_v44vkh6bzramngvcrficy2no44 181 11 process process NN work_v44vkh6bzramngvcrficy2no44 181 12 by by IN work_v44vkh6bzramngvcrficy2no44 181 13 traversing traverse VBG work_v44vkh6bzramngvcrficy2no44 181 14 the the DT work_v44vkh6bzramngvcrficy2no44 181 15 source source NN work_v44vkh6bzramngvcrficy2no44 181 16 words word NNS work_v44vkh6bzramngvcrficy2no44 181 17 in in IN work_v44vkh6bzramngvcrficy2no44 181 18 target target NN work_v44vkh6bzramngvcrficy2no44 181 19 order order NN work_v44vkh6bzramngvcrficy2no44 181 20 and and CC work_v44vkh6bzramngvcrficy2no44 181 21 , , , work_v44vkh6bzramngvcrficy2no44 181 22 for for IN work_v44vkh6bzramngvcrficy2no44 181 23 each each DT work_v44vkh6bzramngvcrficy2no44 181 24 of of IN work_v44vkh6bzramngvcrficy2no44 181 25 them -PRON- PRP work_v44vkh6bzramngvcrficy2no44 181 26 , , , work_v44vkh6bzramngvcrficy2no44 181 27 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 181 28 examine examine VBP work_v44vkh6bzramngvcrficy2no44 181 29 the the DT work_v44vkh6bzramngvcrficy2no44 181 30 ranking ranking NN work_v44vkh6bzramngvcrficy2no44 181 31 of of IN work_v44vkh6bzramngvcrficy2no44 181 32 all all DT work_v44vkh6bzramngvcrficy2no44 181 33 words word NNS work_v44vkh6bzramngvcrficy2no44 181 34 that that WDT work_v44vkh6bzramngvcrficy2no44 181 35 may may MD work_v44vkh6bzramngvcrficy2no44 181 36 be be VB work_v44vkh6bzramngvcrficy2no44 181 37 translated translate VBN work_v44vkh6bzramngvcrficy2no44 181 38 next next RB work_v44vkh6bzramngvcrficy2no44 181 39 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 181 40 i. i. NNP work_v44vkh6bzramngvcrficy2no44 181 41 e. e. NNP work_v44vkh6bzramngvcrficy2no44 181 42 the the DT work_v44vkh6bzramngvcrficy2no44 181 43 uncovered uncovered JJ work_v44vkh6bzramngvcrficy2no44 181 44 positions position NNS work_v44vkh6bzramngvcrficy2no44 181 45 within within IN work_v44vkh6bzramngvcrficy2no44 181 46 a a DT work_v44vkh6bzramngvcrficy2no44 181 47 given give VBN work_v44vkh6bzramngvcrficy2no44 181 48 DL DL NNP work_v44vkh6bzramngvcrficy2no44 181 49 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 181 50 . . . work_v44vkh6bzramngvcrficy2no44 182 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 182 2 check check VBP work_v44vkh6bzramngvcrficy2no44 182 3 how how WRB work_v44vkh6bzramngvcrficy2no44 182 4 often often RB work_v44vkh6bzramngvcrficy2no44 182 5 the the DT work_v44vkh6bzramngvcrficy2no44 182 6 correct correct JJ work_v44vkh6bzramngvcrficy2no44 182 7 jump jump NN work_v44vkh6bzramngvcrficy2no44 182 8 was be VBD work_v44vkh6bzramngvcrficy2no44 182 9 ranked rank VBN work_v44vkh6bzramngvcrficy2no44 182 10 first first RB work_v44vkh6bzramngvcrficy2no44 182 11 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 182 12 Top-1 Top-1 NNP work_v44vkh6bzramngvcrficy2no44 182 13 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 182 14 or or CC work_v44vkh6bzramngvcrficy2no44 182 15 at at IN work_v44vkh6bzramngvcrficy2no44 182 16 most most RBS work_v44vkh6bzramngvcrficy2no44 182 17 third third JJ work_v44vkh6bzramngvcrficy2no44 182 18 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 182 19 Top-3 Top-3 NNP work_v44vkh6bzramngvcrficy2no44 182 20 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 182 21 . . . work_v44vkh6bzramngvcrficy2no44 183 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 183 2 also also RB work_v44vkh6bzramngvcrficy2no44 183 3 com- com- VBP work_v44vkh6bzramngvcrficy2no44 183 4 pute pute VBP work_v44vkh6bzramngvcrficy2no44 183 5 the the DT work_v44vkh6bzramngvcrficy2no44 183 6 latter latter JJ work_v44vkh6bzramngvcrficy2no44 183 7 score score NN work_v44vkh6bzramngvcrficy2no44 183 8 on on IN work_v44vkh6bzramngvcrficy2no44 183 9 long long JJ work_v44vkh6bzramngvcrficy2no44 183 10 reorderings reordering NNS work_v44vkh6bzramngvcrficy2no44 183 11 only only RB work_v44vkh6bzramngvcrficy2no44 183 12 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 183 13 Top- Top- NNP work_v44vkh6bzramngvcrficy2no44 183 14 3-long 3-long CD work_v44vkh6bzramngvcrficy2no44 183 15 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 183 16 : : : work_v44vkh6bzramngvcrficy2no44 183 17 i. i. NNP work_v44vkh6bzramngvcrficy2no44 183 18 e. e. NNP work_v44vkh6bzramngvcrficy2no44 183 19 backward backward NNP work_v44vkh6bzramngvcrficy2no44 183 20 jumps jump VBZ work_v44vkh6bzramngvcrficy2no44 183 21 with with IN work_v44vkh6bzramngvcrficy2no44 183 22 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 183 23 D>7 D>7 NNPS work_v44vkh6bzramngvcrficy2no44 183 24 and and CC work_v44vkh6bzramngvcrficy2no44 183 25 forward forward RB work_v44vkh6bzramngvcrficy2no44 183 26 jumps jump VBZ work_v44vkh6bzramngvcrficy2no44 183 27 with with IN work_v44vkh6bzramngvcrficy2no44 183 28 D>6 D>6 NNP work_v44vkh6bzramngvcrficy2no44 183 29 . . . work_v44vkh6bzramngvcrficy2no44 184 1 In in IN work_v44vkh6bzramngvcrficy2no44 184 2 Table table NN work_v44vkh6bzramngvcrficy2no44 184 3 4 4 CD work_v44vkh6bzramngvcrficy2no44 184 4 , , , work_v44vkh6bzramngvcrficy2no44 184 5 results result NNS work_v44vkh6bzramngvcrficy2no44 184 6 are be VBP work_v44vkh6bzramngvcrficy2no44 184 7 compared compare VBN work_v44vkh6bzramngvcrficy2no44 184 8 with with IN work_v44vkh6bzramngvcrficy2no44 184 9 the the DT work_v44vkh6bzramngvcrficy2no44 184 10 ranking ranking NN work_v44vkh6bzramngvcrficy2no44 184 11 produced produce VBN work_v44vkh6bzramngvcrficy2no44 184 12 by by IN work_v44vkh6bzramngvcrficy2no44 184 13 standard standard JJ work_v44vkh6bzramngvcrficy2no44 184 14 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 184 15 , , , work_v44vkh6bzramngvcrficy2no44 184 16 which which WDT work_v44vkh6bzramngvcrficy2no44 184 17 always always RB work_v44vkh6bzramngvcrficy2no44 184 18 favors favor VBZ work_v44vkh6bzramngvcrficy2no44 184 19 shorter short JJR work_v44vkh6bzramngvcrficy2no44 184 20 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 184 21 . . . work_v44vkh6bzramngvcrficy2no44 185 1 Two two CD work_v44vkh6bzramngvcrficy2no44 185 2 conditions condition NNS work_v44vkh6bzramngvcrficy2no44 185 3 are be VBP work_v44vkh6bzramngvcrficy2no44 185 4 considered consider VBN work_v44vkh6bzramngvcrficy2no44 185 5 : : : work_v44vkh6bzramngvcrficy2no44 185 6 DL=10 DL=10 NNP work_v44vkh6bzramngvcrficy2no44 185 7 corresponding correspond VBG work_v44vkh6bzramngvcrficy2no44 185 8 to to IN work_v44vkh6bzramngvcrficy2no44 185 9 the the DT work_v44vkh6bzramngvcrficy2no44 185 10 sampling sampling NN work_v44vkh6bzramngvcrficy2no44 185 11 window window NN work_v44vkh6bzramngvcrficy2no44 185 12 # # NNP work_v44vkh6bzramngvcrficy2no44 185 13 used use VBD work_v44vkh6bzramngvcrficy2no44 185 14 to to TO work_v44vkh6bzramngvcrficy2no44 185 15 produce produce VB work_v44vkh6bzramngvcrficy2no44 185 16 the the DT work_v44vkh6bzramngvcrficy2no44 185 17 training training NN work_v44vkh6bzramngvcrficy2no44 185 18 data datum NNS work_v44vkh6bzramngvcrficy2no44 185 19 , , , work_v44vkh6bzramngvcrficy2no44 185 20 and and CC work_v44vkh6bzramngvcrficy2no44 185 21 DL=18 DL=18 NNP work_v44vkh6bzramngvcrficy2no44 185 22 that that WDT work_v44vkh6bzramngvcrficy2no44 185 23 is be VBZ work_v44vkh6bzramngvcrficy2no44 185 24 the the DT work_v44vkh6bzramngvcrficy2no44 185 25 maximum maximum JJ work_v44vkh6bzramngvcrficy2no44 185 26 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 185 27 of of IN work_v44vkh6bzramngvcrficy2no44 185 28 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 185 29 that that WDT work_v44vkh6bzramngvcrficy2no44 185 30 will will MD work_v44vkh6bzramngvcrficy2no44 185 31 be be VB work_v44vkh6bzramngvcrficy2no44 185 32 considered consider VBN work_v44vkh6bzramngvcrficy2no44 185 33 in in IN work_v44vkh6bzramngvcrficy2no44 185 34 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 185 35 early early RB work_v44vkh6bzramngvcrficy2no44 185 36 - - HYPH work_v44vkh6bzramngvcrficy2no44 185 37 pruning prune VBG work_v44vkh6bzramngvcrficy2no44 185 38 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 185 39 experiment experiment NN work_v44vkh6bzramngvcrficy2no44 185 40 . . . work_v44vkh6bzramngvcrficy2no44 186 1 Model Model NNP work_v44vkh6bzramngvcrficy2no44 186 2 DL DL NNP work_v44vkh6bzramngvcrficy2no44 186 3 DL DL NNP work_v44vkh6bzramngvcrficy2no44 186 4 - - HYPH work_v44vkh6bzramngvcrficy2no44 186 5 err err NNP work_v44vkh6bzramngvcrficy2no44 186 6 Top-1 Top-1 NNP work_v44vkh6bzramngvcrficy2no44 186 7 Top-3 Top-3 NNP work_v44vkh6bzramngvcrficy2no44 186 8 Top-3-long Top-3-long NNP work_v44vkh6bzramngvcrficy2no44 186 9 back back RB work_v44vkh6bzramngvcrficy2no44 186 10 forw forw NN work_v44vkh6bzramngvcrficy2no44 186 11 . . . work_v44vkh6bzramngvcrficy2no44 187 1 Distortion distortion NN work_v44vkh6bzramngvcrficy2no44 187 2 10 10 CD work_v44vkh6bzramngvcrficy2no44 187 3 2.4 2.4 CD work_v44vkh6bzramngvcrficy2no44 187 4 61.8 61.8 CD work_v44vkh6bzramngvcrficy2no44 187 5 79.6 79.6 CD work_v44vkh6bzramngvcrficy2no44 187 6 50.7 50.7 CD work_v44vkh6bzramngvcrficy2no44 187 7 66.0 66.0 CD work_v44vkh6bzramngvcrficy2no44 187 8 18 18 CD work_v44vkh6bzramngvcrficy2no44 187 9 0.8 0.8 CD work_v44vkh6bzramngvcrficy2no44 187 10 62.0 62.0 CD work_v44vkh6bzramngvcrficy2no44 187 11 80.0 80.0 CD work_v44vkh6bzramngvcrficy2no44 187 12 18.9 18.9 CD work_v44vkh6bzramngvcrficy2no44 187 13 52.3 52.3 CD work_v44vkh6bzramngvcrficy2no44 187 14 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 187 15 10 10 CD work_v44vkh6bzramngvcrficy2no44 187 16 2.4 2.4 CD work_v44vkh6bzramngvcrficy2no44 187 17 71.2 71.2 CD work_v44vkh6bzramngvcrficy2no44 187 18 91.2 91.2 CD work_v44vkh6bzramngvcrficy2no44 187 19 76.4 76.4 CD work_v44vkh6bzramngvcrficy2no44 187 20 69.3 69.3 CD work_v44vkh6bzramngvcrficy2no44 187 21 18 18 CD work_v44vkh6bzramngvcrficy2no44 187 22 0.8 0.8 CD work_v44vkh6bzramngvcrficy2no44 187 23 71.2 71.2 CD work_v44vkh6bzramngvcrficy2no44 187 24 91.8 91.8 CD work_v44vkh6bzramngvcrficy2no44 187 25 68.0 68.0 CD work_v44vkh6bzramngvcrficy2no44 187 26 51.8 51.8 CD work_v44vkh6bzramngvcrficy2no44 187 27 Table table NN work_v44vkh6bzramngvcrficy2no44 187 28 4 4 CD work_v44vkh6bzramngvcrficy2no44 187 29 : : : work_v44vkh6bzramngvcrficy2no44 187 30 Word word NN work_v44vkh6bzramngvcrficy2no44 187 31 - - HYPH work_v44vkh6bzramngvcrficy2no44 187 32 to to IN work_v44vkh6bzramngvcrficy2no44 187 33 - - HYPH work_v44vkh6bzramngvcrficy2no44 187 34 word word NN work_v44vkh6bzramngvcrficy2no44 187 35 jump jump NN work_v44vkh6bzramngvcrficy2no44 187 36 ranking rank VBG work_v44vkh6bzramngvcrficy2no44 187 37 accuracy accuracy NN work_v44vkh6bzramngvcrficy2no44 187 38 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 187 39 % % NN work_v44vkh6bzramngvcrficy2no44 187 40 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 187 41 of of IN work_v44vkh6bzramngvcrficy2no44 187 42 standard standard JJ work_v44vkh6bzramngvcrficy2no44 187 43 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 187 44 and and CC work_v44vkh6bzramngvcrficy2no44 187 45 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 187 46 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 187 47 model model NN work_v44vkh6bzramngvcrficy2no44 187 48 , , , work_v44vkh6bzramngvcrficy2no44 187 49 in in IN work_v44vkh6bzramngvcrficy2no44 187 50 dif- dif- DT work_v44vkh6bzramngvcrficy2no44 187 51 ferent ferent JJ work_v44vkh6bzramngvcrficy2no44 187 52 DL DL NNP work_v44vkh6bzramngvcrficy2no44 187 53 conditions condition NNS work_v44vkh6bzramngvcrficy2no44 187 54 . . . work_v44vkh6bzramngvcrficy2no44 188 1 DL DL NNP work_v44vkh6bzramngvcrficy2no44 188 2 - - HYPH work_v44vkh6bzramngvcrficy2no44 188 3 err err NNP work_v44vkh6bzramngvcrficy2no44 188 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 188 5 the the DT work_v44vkh6bzramngvcrficy2no44 188 6 percentage percentage NN work_v44vkh6bzramngvcrficy2no44 188 7 of of IN work_v44vkh6bzramngvcrficy2no44 188 8 correct correct JJ work_v44vkh6bzramngvcrficy2no44 188 9 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 188 10 beyond beyond IN work_v44vkh6bzramngvcrficy2no44 188 11 DL DL NNP work_v44vkh6bzramngvcrficy2no44 188 12 . . . work_v44vkh6bzramngvcrficy2no44 189 1 The the DT work_v44vkh6bzramngvcrficy2no44 189 2 test test NN work_v44vkh6bzramngvcrficy2no44 189 3 set set VBD work_v44vkh6bzramngvcrficy2no44 189 4 consists consist VBZ work_v44vkh6bzramngvcrficy2no44 189 5 of of IN work_v44vkh6bzramngvcrficy2no44 189 6 40 40 CD work_v44vkh6bzramngvcrficy2no44 189 7 K k NN work_v44vkh6bzramngvcrficy2no44 189 8 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 189 9 decisions decision NNS work_v44vkh6bzramngvcrficy2no44 189 10 : : : work_v44vkh6bzramngvcrficy2no44 189 11 one one CD work_v44vkh6bzramngvcrficy2no44 189 12 for for IN work_v44vkh6bzramngvcrficy2no44 189 13 each each DT work_v44vkh6bzramngvcrficy2no44 189 14 source source NN work_v44vkh6bzramngvcrficy2no44 189 15 word word NN work_v44vkh6bzramngvcrficy2no44 189 16 in in IN work_v44vkh6bzramngvcrficy2no44 189 17 TIDES TIDES NNP work_v44vkh6bzramngvcrficy2no44 189 18 - - HYPH work_v44vkh6bzramngvcrficy2no44 189 19 MT04 MT04 NNP work_v44vkh6bzramngvcrficy2no44 189 20 . . . work_v44vkh6bzramngvcrficy2no44 190 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 190 2 can can MD work_v44vkh6bzramngvcrficy2no44 190 3 see see VB work_v44vkh6bzramngvcrficy2no44 190 4 that that DT work_v44vkh6bzramngvcrficy2no44 190 5 , , , work_v44vkh6bzramngvcrficy2no44 190 6 in in IN work_v44vkh6bzramngvcrficy2no44 190 7 terms term NNS work_v44vkh6bzramngvcrficy2no44 190 8 of of IN work_v44vkh6bzramngvcrficy2no44 190 9 overall overall JJ work_v44vkh6bzramngvcrficy2no44 190 10 accuracies accuracy NNS work_v44vkh6bzramngvcrficy2no44 190 11 , , , work_v44vkh6bzramngvcrficy2no44 190 12 the the DT work_v44vkh6bzramngvcrficy2no44 190 13 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 190 14 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 190 15 model model NN work_v44vkh6bzramngvcrficy2no44 190 16 outperforms outperform VBZ work_v44vkh6bzramngvcrficy2no44 190 17 standard standard JJ work_v44vkh6bzramngvcrficy2no44 190 18 distor- distor- IN work_v44vkh6bzramngvcrficy2no44 190 19 tion tion NN work_v44vkh6bzramngvcrficy2no44 190 20 by by IN work_v44vkh6bzramngvcrficy2no44 190 21 a a DT work_v44vkh6bzramngvcrficy2no44 190 22 large large JJ work_v44vkh6bzramngvcrficy2no44 190 23 margin margin NN work_v44vkh6bzramngvcrficy2no44 190 24 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 190 25 about about RB work_v44vkh6bzramngvcrficy2no44 190 26 10 10 CD work_v44vkh6bzramngvcrficy2no44 190 27 % % NN work_v44vkh6bzramngvcrficy2no44 190 28 absolute absolute JJ work_v44vkh6bzramngvcrficy2no44 190 29 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 190 30 . . . work_v44vkh6bzramngvcrficy2no44 191 1 This this DT work_v44vkh6bzramngvcrficy2no44 191 2 is be VBZ work_v44vkh6bzramngvcrficy2no44 191 3 an an DT work_v44vkh6bzramngvcrficy2no44 191 4 important important JJ work_v44vkh6bzramngvcrficy2no44 191 5 result result NN work_v44vkh6bzramngvcrficy2no44 191 6 , , , work_v44vkh6bzramngvcrficy2no44 191 7 considering consider VBG work_v44vkh6bzramngvcrficy2no44 191 8 that that IN work_v44vkh6bzramngvcrficy2no44 191 9 the the DT work_v44vkh6bzramngvcrficy2no44 191 10 jump jump NN work_v44vkh6bzramngvcrficy2no44 191 11 length length NN work_v44vkh6bzramngvcrficy2no44 191 12 , , , work_v44vkh6bzramngvcrficy2no44 191 13 strongly strongly RB work_v44vkh6bzramngvcrficy2no44 191 14 correlating correlate VBG work_v44vkh6bzramngvcrficy2no44 191 15 with with IN work_v44vkh6bzramngvcrficy2no44 191 16 the the DT work_v44vkh6bzramngvcrficy2no44 191 17 jump jump NN work_v44vkh6bzramngvcrficy2no44 191 18 likeli- likeli- NNP work_v44vkh6bzramngvcrficy2no44 191 19 hood hood NNP work_v44vkh6bzramngvcrficy2no44 191 20 , , , work_v44vkh6bzramngvcrficy2no44 191 21 is be VBZ work_v44vkh6bzramngvcrficy2no44 191 22 not not RB work_v44vkh6bzramngvcrficy2no44 191 23 directly directly RB work_v44vkh6bzramngvcrficy2no44 191 24 known know VBN work_v44vkh6bzramngvcrficy2no44 191 25 to to IN work_v44vkh6bzramngvcrficy2no44 191 26 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 191 27 model model NN work_v44vkh6bzramngvcrficy2no44 191 28 . . . work_v44vkh6bzramngvcrficy2no44 192 1 As as IN work_v44vkh6bzramngvcrficy2no44 192 2 re- re- DT work_v44vkh6bzramngvcrficy2no44 192 3 gards gard VBZ work_v44vkh6bzramngvcrficy2no44 192 4 the the DT work_v44vkh6bzramngvcrficy2no44 192 5 DL DL NNP work_v44vkh6bzramngvcrficy2no44 192 6 , , , work_v44vkh6bzramngvcrficy2no44 192 7 the the DT work_v44vkh6bzramngvcrficy2no44 192 8 higher high JJR work_v44vkh6bzramngvcrficy2no44 192 9 limit limit NN work_v44vkh6bzramngvcrficy2no44 192 10 naturally naturally RB work_v44vkh6bzramngvcrficy2no44 192 11 results result VBZ work_v44vkh6bzramngvcrficy2no44 192 12 in in IN work_v44vkh6bzramngvcrficy2no44 192 13 a a DT work_v44vkh6bzramngvcrficy2no44 192 14 lower low JJR work_v44vkh6bzramngvcrficy2no44 192 15 DL DL NNP work_v44vkh6bzramngvcrficy2no44 192 16 - - HYPH work_v44vkh6bzramngvcrficy2no44 192 17 error error NN work_v44vkh6bzramngvcrficy2no44 192 18 rate rate NN work_v44vkh6bzramngvcrficy2no44 192 19 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 192 20 percentage percentage NN work_v44vkh6bzramngvcrficy2no44 192 21 of of IN work_v44vkh6bzramngvcrficy2no44 192 22 correct correct JJ work_v44vkh6bzramngvcrficy2no44 192 23 jumps jumps NNPS work_v44vkh6bzramngvcrficy2no44 192 24 be- be- XX work_v44vkh6bzramngvcrficy2no44 192 25 yond yond RB work_v44vkh6bzramngvcrficy2no44 192 26 DL DL NNP work_v44vkh6bzramngvcrficy2no44 192 27 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 192 28 : : : work_v44vkh6bzramngvcrficy2no44 192 29 namely namely RB work_v44vkh6bzramngvcrficy2no44 192 30 0.8 0.8 CD work_v44vkh6bzramngvcrficy2no44 192 31 % % NN work_v44vkh6bzramngvcrficy2no44 192 32 instead instead RB work_v44vkh6bzramngvcrficy2no44 192 33 of of IN work_v44vkh6bzramngvcrficy2no44 192 34 2.4 2.4 CD work_v44vkh6bzramngvcrficy2no44 192 35 % % NN work_v44vkh6bzramngvcrficy2no44 192 36 . . . work_v44vkh6bzramngvcrficy2no44 193 1 However however RB work_v44vkh6bzramngvcrficy2no44 193 2 , , , work_v44vkh6bzramngvcrficy2no44 193 3 jump jump NN work_v44vkh6bzramngvcrficy2no44 193 4 prediction prediction NN work_v44vkh6bzramngvcrficy2no44 193 5 becomes become VBZ work_v44vkh6bzramngvcrficy2no44 193 6 much much RB work_v44vkh6bzramngvcrficy2no44 193 7 harder hard JJR work_v44vkh6bzramngvcrficy2no44 193 8 : : : work_v44vkh6bzramngvcrficy2no44 193 9 Top-3 Top-3 NNP work_v44vkh6bzramngvcrficy2no44 193 10 accu- accu- NN work_v44vkh6bzramngvcrficy2no44 193 11 racy racy NN work_v44vkh6bzramngvcrficy2no44 193 12 of of IN work_v44vkh6bzramngvcrficy2no44 193 13 long long JJ work_v44vkh6bzramngvcrficy2no44 193 14 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 193 15 by by IN work_v44vkh6bzramngvcrficy2no44 193 16 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 193 17 drops drop NNS work_v44vkh6bzramngvcrficy2no44 193 18 from from IN work_v44vkh6bzramngvcrficy2no44 193 19 50.7 50.7 CD work_v44vkh6bzramngvcrficy2no44 193 20 % % NN work_v44vkh6bzramngvcrficy2no44 193 21 to to IN work_v44vkh6bzramngvcrficy2no44 193 22 18.9 18.9 CD work_v44vkh6bzramngvcrficy2no44 193 23 % % NN work_v44vkh6bzramngvcrficy2no44 193 24 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 193 25 backward backward RB work_v44vkh6bzramngvcrficy2no44 193 26 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 193 27 and and CC work_v44vkh6bzramngvcrficy2no44 193 28 from from IN work_v44vkh6bzramngvcrficy2no44 193 29 66.0 66.0 CD work_v44vkh6bzramngvcrficy2no44 193 30 % % NN work_v44vkh6bzramngvcrficy2no44 193 31 to to IN work_v44vkh6bzramngvcrficy2no44 193 32 52.3 52.3 CD work_v44vkh6bzramngvcrficy2no44 193 33 % % NN work_v44vkh6bzramngvcrficy2no44 193 34 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 193 35 for- for- RB work_v44vkh6bzramngvcrficy2no44 193 36 ward ward NNP work_v44vkh6bzramngvcrficy2no44 193 37 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 193 38 . . . work_v44vkh6bzramngvcrficy2no44 194 1 Our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 194 2 model model NN work_v44vkh6bzramngvcrficy2no44 194 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 194 4 remarkably remarkably RB work_v44vkh6bzramngvcrficy2no44 194 5 robust robust JJ work_v44vkh6bzramngvcrficy2no44 194 6 to to IN work_v44vkh6bzramngvcrficy2no44 194 7 this this DT work_v44vkh6bzramngvcrficy2no44 194 8 effect effect NN work_v44vkh6bzramngvcrficy2no44 194 9 on on IN work_v44vkh6bzramngvcrficy2no44 194 10 backward backward JJ work_v44vkh6bzramngvcrficy2no44 194 11 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 194 12 , , , work_v44vkh6bzramngvcrficy2no44 194 13 where where WRB work_v44vkh6bzramngvcrficy2no44 194 14 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 194 15 achieves achieve VBZ work_v44vkh6bzramngvcrficy2no44 194 16 68.0 68.0 CD work_v44vkh6bzramngvcrficy2no44 194 17 % % NN work_v44vkh6bzramngvcrficy2no44 194 18 accu- accu- NN work_v44vkh6bzramngvcrficy2no44 194 19 333 333 CD work_v44vkh6bzramngvcrficy2no44 194 20 racy racy NN work_v44vkh6bzramngvcrficy2no44 194 21 . . . work_v44vkh6bzramngvcrficy2no44 195 1 Due due IN work_v44vkh6bzramngvcrficy2no44 195 2 to to IN work_v44vkh6bzramngvcrficy2no44 195 3 the the DT work_v44vkh6bzramngvcrficy2no44 195 4 syntactic syntactic JJ work_v44vkh6bzramngvcrficy2no44 195 5 characteristics characteristic NNS work_v44vkh6bzramngvcrficy2no44 195 6 of of IN work_v44vkh6bzramngvcrficy2no44 195 7 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 195 8 and and CC work_v44vkh6bzramngvcrficy2no44 195 9 English English NNP work_v44vkh6bzramngvcrficy2no44 195 10 , , , work_v44vkh6bzramngvcrficy2no44 195 11 the the DT work_v44vkh6bzramngvcrficy2no44 195 12 typical typical JJ work_v44vkh6bzramngvcrficy2no44 195 13 long long JJ work_v44vkh6bzramngvcrficy2no44 195 14 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 195 15 pattern pattern NN work_v44vkh6bzramngvcrficy2no44 195 16 con- con- NN work_v44vkh6bzramngvcrficy2no44 195 17 sists sist NNS work_v44vkh6bzramngvcrficy2no44 195 18 in in IN work_v44vkh6bzramngvcrficy2no44 195 19 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 195 20 i i NN work_v44vkh6bzramngvcrficy2no44 195 21 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 195 22 skipping skip VBG work_v44vkh6bzramngvcrficy2no44 195 23 a a DT work_v44vkh6bzramngvcrficy2no44 195 24 clause clause NN work_v44vkh6bzramngvcrficy2no44 195 25 - - HYPH work_v44vkh6bzramngvcrficy2no44 195 26 initial initial JJ work_v44vkh6bzramngvcrficy2no44 195 27 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 195 28 verb verb NN work_v44vkh6bzramngvcrficy2no44 195 29 , , , work_v44vkh6bzramngvcrficy2no44 195 30 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 195 31 ii ii NNP work_v44vkh6bzramngvcrficy2no44 195 32 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 195 33 covering cover VBG work_v44vkh6bzramngvcrficy2no44 195 34 a a DT work_v44vkh6bzramngvcrficy2no44 195 35 long long JJ work_v44vkh6bzramngvcrficy2no44 195 36 subject subject NN work_v44vkh6bzramngvcrficy2no44 195 37 , , , work_v44vkh6bzramngvcrficy2no44 195 38 then then RB work_v44vkh6bzramngvcrficy2no44 195 39 finally finally RB work_v44vkh6bzramngvcrficy2no44 195 40 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 195 41 iii iii NNP work_v44vkh6bzramngvcrficy2no44 195 42 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 195 43 jumping jump VBG work_v44vkh6bzramngvcrficy2no44 195 44 back back RB work_v44vkh6bzramngvcrficy2no44 195 45 to to TO work_v44vkh6bzramngvcrficy2no44 195 46 translate translate VB work_v44vkh6bzramngvcrficy2no44 195 47 the the DT work_v44vkh6bzramngvcrficy2no44 195 48 verb verb NN work_v44vkh6bzramngvcrficy2no44 195 49 and and CC work_v44vkh6bzramngvcrficy2no44 195 50 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 195 51 iv iv LS work_v44vkh6bzramngvcrficy2no44 195 52 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 195 53 jumping jump VBG work_v44vkh6bzramngvcrficy2no44 195 54 forward forward RB work_v44vkh6bzramngvcrficy2no44 195 55 to to TO work_v44vkh6bzramngvcrficy2no44 195 56 continue continue VB work_v44vkh6bzramngvcrficy2no44 195 57 translating translate VBG work_v44vkh6bzramngvcrficy2no44 195 58 the the DT work_v44vkh6bzramngvcrficy2no44 195 59 rest rest NN work_v44vkh6bzramngvcrficy2no44 195 60 of of IN work_v44vkh6bzramngvcrficy2no44 195 61 the the DT work_v44vkh6bzramngvcrficy2no44 195 62 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 195 63 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 195 64 see see VB work_v44vkh6bzramngvcrficy2no44 195 65 Fig Fig NNP work_v44vkh6bzramngvcrficy2no44 195 66 . . . work_v44vkh6bzramngvcrficy2no44 196 1 3 3 CD work_v44vkh6bzramngvcrficy2no44 196 2 for for IN work_v44vkh6bzramngvcrficy2no44 196 3 an an DT work_v44vkh6bzramngvcrficy2no44 196 4 example).12 example).12 NN work_v44vkh6bzramngvcrficy2no44 196 5 Deciding decide VBG work_v44vkh6bzramngvcrficy2no44 196 6 when when WRB work_v44vkh6bzramngvcrficy2no44 196 7 to to TO work_v44vkh6bzramngvcrficy2no44 196 8 jump jump VB work_v44vkh6bzramngvcrficy2no44 196 9 back back RB work_v44vkh6bzramngvcrficy2no44 196 10 to to TO work_v44vkh6bzramngvcrficy2no44 196 11 cover cover VB work_v44vkh6bzramngvcrficy2no44 196 12 the the DT work_v44vkh6bzramngvcrficy2no44 196 13 verb verb FW work_v44vkh6bzramngvcrficy2no44 196 14 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 196 15 iii iii NN work_v44vkh6bzramngvcrficy2no44 196 16 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 196 17 is be VBZ work_v44vkh6bzramngvcrficy2no44 196 18 the the DT work_v44vkh6bzramngvcrficy2no44 196 19 hardest hard JJS work_v44vkh6bzramngvcrficy2no44 196 20 part part NN work_v44vkh6bzramngvcrficy2no44 196 21 of of IN work_v44vkh6bzramngvcrficy2no44 196 22 this this DT work_v44vkh6bzramngvcrficy2no44 196 23 process process NN work_v44vkh6bzramngvcrficy2no44 196 24 , , , work_v44vkh6bzramngvcrficy2no44 196 25 and and CC work_v44vkh6bzramngvcrficy2no44 196 26 that that DT work_v44vkh6bzramngvcrficy2no44 196 27 is be VBZ work_v44vkh6bzramngvcrficy2no44 196 28 precisely precisely RB work_v44vkh6bzramngvcrficy2no44 196 29 where where WRB work_v44vkh6bzramngvcrficy2no44 196 30 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 196 31 model model NN work_v44vkh6bzramngvcrficy2no44 196 32 seems seem VBZ work_v44vkh6bzramngvcrficy2no44 196 33 more more RBR work_v44vkh6bzramngvcrficy2no44 196 34 helpful helpful JJ work_v44vkh6bzramngvcrficy2no44 196 35 , , , work_v44vkh6bzramngvcrficy2no44 196 36 while while IN work_v44vkh6bzramngvcrficy2no44 196 37 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 196 38 always always RB work_v44vkh6bzramngvcrficy2no44 196 39 prefers prefer VBZ work_v44vkh6bzramngvcrficy2no44 196 40 to to TO work_v44vkh6bzramngvcrficy2no44 196 41 proceed proceed VB work_v44vkh6bzramngvcrficy2no44 196 42 monotonically monotonically RB work_v44vkh6bzramngvcrficy2no44 196 43 achieving achieve VBG work_v44vkh6bzramngvcrficy2no44 196 44 a a DT work_v44vkh6bzramngvcrficy2no44 196 45 very very RB work_v44vkh6bzramngvcrficy2no44 196 46 low low JJ work_v44vkh6bzramngvcrficy2no44 196 47 ac- ac- JJ work_v44vkh6bzramngvcrficy2no44 196 48 curacy curacy NN work_v44vkh6bzramngvcrficy2no44 196 49 of of IN work_v44vkh6bzramngvcrficy2no44 196 50 18.9 18.9 CD work_v44vkh6bzramngvcrficy2no44 196 51 % % NN work_v44vkh6bzramngvcrficy2no44 196 52 . . . work_v44vkh6bzramngvcrficy2no44 197 1 In in IN work_v44vkh6bzramngvcrficy2no44 197 2 the the DT work_v44vkh6bzramngvcrficy2no44 197 3 case case NN work_v44vkh6bzramngvcrficy2no44 197 4 of of IN work_v44vkh6bzramngvcrficy2no44 197 5 long long JJ work_v44vkh6bzramngvcrficy2no44 197 6 forward forward NN work_v44vkh6bzramngvcrficy2no44 197 7 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 197 8 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 197 9 iv iv NN work_v44vkh6bzramngvcrficy2no44 197 10 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 197 11 , , , work_v44vkh6bzramngvcrficy2no44 197 12 instead instead RB work_v44vkh6bzramngvcrficy2no44 197 13 , , , work_v44vkh6bzramngvcrficy2no44 197 14 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 197 15 is be VBZ work_v44vkh6bzramngvcrficy2no44 197 16 advantaged advantage VBN work_v44vkh6bzramngvcrficy2no44 197 17 as as IN work_v44vkh6bzramngvcrficy2no44 197 18 the the DT work_v44vkh6bzramngvcrficy2no44 197 19 correct correct JJ work_v44vkh6bzramngvcrficy2no44 197 20 choice choice NN work_v44vkh6bzramngvcrficy2no44 197 21 typically typically RB work_v44vkh6bzramngvcrficy2no44 197 22 corresponds correspond VBZ work_v44vkh6bzramngvcrficy2no44 197 23 to to IN work_v44vkh6bzramngvcrficy2no44 197 24 translating translate VBG work_v44vkh6bzramngvcrficy2no44 197 25 the the DT work_v44vkh6bzramngvcrficy2no44 197 26 first first JJ work_v44vkh6bzramngvcrficy2no44 197 27 uncovered uncovered JJ work_v44vkh6bzramngvcrficy2no44 197 28 position position NN work_v44vkh6bzramngvcrficy2no44 197 29 , , , work_v44vkh6bzramngvcrficy2no44 197 30 that that DT work_v44vkh6bzramngvcrficy2no44 197 31 is be VBZ work_v44vkh6bzramngvcrficy2no44 197 32 the the DT work_v44vkh6bzramngvcrficy2no44 197 33 shortest short JJS work_v44vkh6bzramngvcrficy2no44 197 34 jump jump NN work_v44vkh6bzramngvcrficy2no44 197 35 avail- avail- NN work_v44vkh6bzramngvcrficy2no44 197 36 able able JJ work_v44vkh6bzramngvcrficy2no44 197 37 from from IN work_v44vkh6bzramngvcrficy2no44 197 38 the the DT work_v44vkh6bzramngvcrficy2no44 197 39 last last JJ work_v44vkh6bzramngvcrficy2no44 197 40 translated translate VBN work_v44vkh6bzramngvcrficy2no44 197 41 word word NN work_v44vkh6bzramngvcrficy2no44 197 42 . . . work_v44vkh6bzramngvcrficy2no44 198 1 Even even RB work_v44vkh6bzramngvcrficy2no44 198 2 here here RB work_v44vkh6bzramngvcrficy2no44 198 3 , , , work_v44vkh6bzramngvcrficy2no44 198 4 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 198 5 model model NN work_v44vkh6bzramngvcrficy2no44 198 6 achieves achieve VBZ work_v44vkh6bzramngvcrficy2no44 198 7 an an DT work_v44vkh6bzramngvcrficy2no44 198 8 accuracy accuracy NN work_v44vkh6bzramngvcrficy2no44 198 9 of of IN work_v44vkh6bzramngvcrficy2no44 198 10 51.8 51.8 CD work_v44vkh6bzramngvcrficy2no44 198 11 % % NN work_v44vkh6bzramngvcrficy2no44 198 12 , , , work_v44vkh6bzramngvcrficy2no44 198 13 only only RB work_v44vkh6bzramngvcrficy2no44 198 14 slightly slightly RB work_v44vkh6bzramngvcrficy2no44 198 15 lower low JJR work_v44vkh6bzramngvcrficy2no44 198 16 than than IN work_v44vkh6bzramngvcrficy2no44 198 17 that that DT work_v44vkh6bzramngvcrficy2no44 198 18 of of IN work_v44vkh6bzramngvcrficy2no44 198 19 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 198 20 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 198 21 52.3 52.3 CD work_v44vkh6bzramngvcrficy2no44 198 22 % % NN work_v44vkh6bzramngvcrficy2no44 198 23 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 198 24 . . . work_v44vkh6bzramngvcrficy2no44 199 1 In in IN work_v44vkh6bzramngvcrficy2no44 199 2 summary summary NN work_v44vkh6bzramngvcrficy2no44 199 3 , , , work_v44vkh6bzramngvcrficy2no44 199 4 the the DT work_v44vkh6bzramngvcrficy2no44 199 5 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 199 6 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 199 7 model model NN work_v44vkh6bzramngvcrficy2no44 199 8 signifi- signifi- NNP work_v44vkh6bzramngvcrficy2no44 199 9 cantly cantly RB work_v44vkh6bzramngvcrficy2no44 199 10 outperforms outperform VBZ work_v44vkh6bzramngvcrficy2no44 199 11 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 199 12 in in IN work_v44vkh6bzramngvcrficy2no44 199 13 the the DT work_v44vkh6bzramngvcrficy2no44 199 14 ranking ranking NN work_v44vkh6bzramngvcrficy2no44 199 15 of of IN work_v44vkh6bzramngvcrficy2no44 199 16 long long JJ work_v44vkh6bzramngvcrficy2no44 199 17 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 199 18 . . . work_v44vkh6bzramngvcrficy2no44 200 1 In in IN work_v44vkh6bzramngvcrficy2no44 200 2 the the DT work_v44vkh6bzramngvcrficy2no44 200 3 large large JJ work_v44vkh6bzramngvcrficy2no44 200 4 majority majority NN work_v44vkh6bzramngvcrficy2no44 200 5 of of IN work_v44vkh6bzramngvcrficy2no44 200 6 cases case NNS work_v44vkh6bzramngvcrficy2no44 200 7 , , , work_v44vkh6bzramngvcrficy2no44 200 8 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 200 9 is be VBZ work_v44vkh6bzramngvcrficy2no44 200 10 able able JJ work_v44vkh6bzramngvcrficy2no44 200 11 to to TO work_v44vkh6bzramngvcrficy2no44 200 12 rank rank VB work_v44vkh6bzramngvcrficy2no44 200 13 a a DT work_v44vkh6bzramngvcrficy2no44 200 14 correct correct JJ work_v44vkh6bzramngvcrficy2no44 200 15 long long JJ work_v44vkh6bzramngvcrficy2no44 200 16 jump jump NN work_v44vkh6bzramngvcrficy2no44 200 17 in in IN work_v44vkh6bzramngvcrficy2no44 200 18 the the DT work_v44vkh6bzramngvcrficy2no44 200 19 top top JJ work_v44vkh6bzramngvcrficy2no44 200 20 3 3 CD work_v44vkh6bzramngvcrficy2no44 200 21 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 200 22 op- op- JJ work_v44vkh6bzramngvcrficy2no44 200 23 tions tion NNS work_v44vkh6bzramngvcrficy2no44 200 24 , , , work_v44vkh6bzramngvcrficy2no44 200 25 which which WDT work_v44vkh6bzramngvcrficy2no44 200 26 suggests suggest VBZ work_v44vkh6bzramngvcrficy2no44 200 27 that that IN work_v44vkh6bzramngvcrficy2no44 200 28 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 200 29 can can MD work_v44vkh6bzramngvcrficy2no44 200 30 be be VB work_v44vkh6bzramngvcrficy2no44 200 31 effectively effectively RB work_v44vkh6bzramngvcrficy2no44 200 32 used use VBN work_v44vkh6bzramngvcrficy2no44 200 33 for for IN work_v44vkh6bzramngvcrficy2no44 200 34 early early JJ work_v44vkh6bzramngvcrficy2no44 200 35 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 200 36 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 200 37 . . . work_v44vkh6bzramngvcrficy2no44 201 1 5.2 5.2 CD work_v44vkh6bzramngvcrficy2no44 201 2 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 201 3 experimental experimental JJ work_v44vkh6bzramngvcrficy2no44 201 4 setup setup NN work_v44vkh6bzramngvcrficy2no44 201 5 Our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 201 6 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 201 7 systems system NNS work_v44vkh6bzramngvcrficy2no44 201 8 are be VBP work_v44vkh6bzramngvcrficy2no44 201 9 built build VBN work_v44vkh6bzramngvcrficy2no44 201 10 with with IN work_v44vkh6bzramngvcrficy2no44 201 11 the the DT work_v44vkh6bzramngvcrficy2no44 201 12 Moses Moses NNP work_v44vkh6bzramngvcrficy2no44 201 13 toolkit toolkit NNS work_v44vkh6bzramngvcrficy2no44 201 14 , , , work_v44vkh6bzramngvcrficy2no44 201 15 while while IN work_v44vkh6bzramngvcrficy2no44 201 16 word word NN work_v44vkh6bzramngvcrficy2no44 201 17 alignment alignment NN work_v44vkh6bzramngvcrficy2no44 201 18 is be VBZ work_v44vkh6bzramngvcrficy2no44 201 19 produced produce VBN work_v44vkh6bzramngvcrficy2no44 201 20 by by IN work_v44vkh6bzramngvcrficy2no44 201 21 the the DT work_v44vkh6bzramngvcrficy2no44 201 22 Berke- Berke- NNP work_v44vkh6bzramngvcrficy2no44 201 23 ley ley NN work_v44vkh6bzramngvcrficy2no44 201 24 Aligner Aligner NNP work_v44vkh6bzramngvcrficy2no44 201 25 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 201 26 Liang Liang NNP work_v44vkh6bzramngvcrficy2no44 201 27 et et NNP work_v44vkh6bzramngvcrficy2no44 201 28 al al NNP work_v44vkh6bzramngvcrficy2no44 201 29 . . NNP work_v44vkh6bzramngvcrficy2no44 201 30 , , , work_v44vkh6bzramngvcrficy2no44 201 31 2006 2006 CD work_v44vkh6bzramngvcrficy2no44 201 32 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 201 33 . . . work_v44vkh6bzramngvcrficy2no44 202 1 The the DT work_v44vkh6bzramngvcrficy2no44 202 2 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 202 3 de- de- NN work_v44vkh6bzramngvcrficy2no44 202 4 coder coder NN work_v44vkh6bzramngvcrficy2no44 202 5 includes include VBZ work_v44vkh6bzramngvcrficy2no44 202 6 a a DT work_v44vkh6bzramngvcrficy2no44 202 7 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 202 8 translation translation NN work_v44vkh6bzramngvcrficy2no44 202 9 model model NN work_v44vkh6bzramngvcrficy2no44 202 10 , , , work_v44vkh6bzramngvcrficy2no44 202 11 a a DT work_v44vkh6bzramngvcrficy2no44 202 12 lexi- lexi- XX work_v44vkh6bzramngvcrficy2no44 202 13 calized calize VBN work_v44vkh6bzramngvcrficy2no44 202 14 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 202 15 model model NN work_v44vkh6bzramngvcrficy2no44 202 16 , , , work_v44vkh6bzramngvcrficy2no44 202 17 a a DT work_v44vkh6bzramngvcrficy2no44 202 18 6-gram 6-gram CD work_v44vkh6bzramngvcrficy2no44 202 19 target target NN work_v44vkh6bzramngvcrficy2no44 202 20 language language NN work_v44vkh6bzramngvcrficy2no44 202 21 model model NN work_v44vkh6bzramngvcrficy2no44 202 22 , , , work_v44vkh6bzramngvcrficy2no44 202 23 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 202 24 cost cost NN work_v44vkh6bzramngvcrficy2no44 202 25 , , , work_v44vkh6bzramngvcrficy2no44 202 26 word word NN work_v44vkh6bzramngvcrficy2no44 202 27 and and CC work_v44vkh6bzramngvcrficy2no44 202 28 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 202 29 penalties penalty NNS work_v44vkh6bzramngvcrficy2no44 202 30 . . . work_v44vkh6bzramngvcrficy2no44 203 1 More more RBR work_v44vkh6bzramngvcrficy2no44 203 2 specifically specifically RB work_v44vkh6bzramngvcrficy2no44 203 3 , , , work_v44vkh6bzramngvcrficy2no44 203 4 the the DT work_v44vkh6bzramngvcrficy2no44 203 5 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 203 6 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 203 7 model model NN work_v44vkh6bzramngvcrficy2no44 203 8 is be VBZ work_v44vkh6bzramngvcrficy2no44 203 9 a a DT work_v44vkh6bzramngvcrficy2no44 203 10 hierarchical hierarchical JJ work_v44vkh6bzramngvcrficy2no44 203 11 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 203 12 orientation orientation NN work_v44vkh6bzramngvcrficy2no44 203 13 model model NN work_v44vkh6bzramngvcrficy2no44 203 14 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 203 15 Tillmann Tillmann NNP work_v44vkh6bzramngvcrficy2no44 203 16 , , , work_v44vkh6bzramngvcrficy2no44 203 17 2004 2004 CD work_v44vkh6bzramngvcrficy2no44 203 18 ; ; : work_v44vkh6bzramngvcrficy2no44 203 19 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 203 20 et et NNP work_v44vkh6bzramngvcrficy2no44 203 21 al al NNP work_v44vkh6bzramngvcrficy2no44 203 22 . . NNP work_v44vkh6bzramngvcrficy2no44 203 23 , , , work_v44vkh6bzramngvcrficy2no44 203 24 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 203 25 ; ; : work_v44vkh6bzramngvcrficy2no44 203 26 Galley Galley NNP work_v44vkh6bzramngvcrficy2no44 203 27 and and CC work_v44vkh6bzramngvcrficy2no44 203 28 Manning Manning NNP work_v44vkh6bzramngvcrficy2no44 203 29 , , , work_v44vkh6bzramngvcrficy2no44 203 30 2008 2008 CD work_v44vkh6bzramngvcrficy2no44 203 31 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 203 32 trained train VBD work_v44vkh6bzramngvcrficy2no44 203 33 on on IN work_v44vkh6bzramngvcrficy2no44 203 34 all all PDT work_v44vkh6bzramngvcrficy2no44 203 35 the the DT work_v44vkh6bzramngvcrficy2no44 203 36 available available JJ work_v44vkh6bzramngvcrficy2no44 203 37 parallel parallel JJ work_v44vkh6bzramngvcrficy2no44 203 38 data datum NNS work_v44vkh6bzramngvcrficy2no44 203 39 . . . work_v44vkh6bzramngvcrficy2no44 204 1 This this DT work_v44vkh6bzramngvcrficy2no44 204 2 variant variant NN work_v44vkh6bzramngvcrficy2no44 204 3 was be VBD work_v44vkh6bzramngvcrficy2no44 204 4 shown show VBN work_v44vkh6bzramngvcrficy2no44 204 5 to to IN work_v44vkh6bzramngvcrficy2no44 204 6 outperform outperform VB work_v44vkh6bzramngvcrficy2no44 204 7 the the DT work_v44vkh6bzramngvcrficy2no44 204 8 default default NN work_v44vkh6bzramngvcrficy2no44 204 9 word- word- NN work_v44vkh6bzramngvcrficy2no44 204 10 based base VBN work_v44vkh6bzramngvcrficy2no44 204 11 on on IN work_v44vkh6bzramngvcrficy2no44 204 12 an an DT work_v44vkh6bzramngvcrficy2no44 204 13 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 204 14 - - HYPH work_v44vkh6bzramngvcrficy2no44 204 15 English english JJ work_v44vkh6bzramngvcrficy2no44 204 16 task task NN work_v44vkh6bzramngvcrficy2no44 204 17 . . . work_v44vkh6bzramngvcrficy2no44 205 1 To to TO work_v44vkh6bzramngvcrficy2no44 205 2 make make VB work_v44vkh6bzramngvcrficy2no44 205 3 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 205 4 base- base- NN work_v44vkh6bzramngvcrficy2no44 205 5 line line NN work_v44vkh6bzramngvcrficy2no44 205 6 even even RB work_v44vkh6bzramngvcrficy2no44 205 7 more more RBR work_v44vkh6bzramngvcrficy2no44 205 8 competitive competitive JJ work_v44vkh6bzramngvcrficy2no44 205 9 , , , work_v44vkh6bzramngvcrficy2no44 205 10 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 205 11 apply apply VBP work_v44vkh6bzramngvcrficy2no44 205 12 early early RB work_v44vkh6bzramngvcrficy2no44 205 13 distor- distor- JJ work_v44vkh6bzramngvcrficy2no44 205 14 tion tion NN work_v44vkh6bzramngvcrficy2no44 205 15 cost cost NN work_v44vkh6bzramngvcrficy2no44 205 16 , , , work_v44vkh6bzramngvcrficy2no44 205 17 as as IN work_v44vkh6bzramngvcrficy2no44 205 18 proposed propose VBN work_v44vkh6bzramngvcrficy2no44 205 19 by by IN work_v44vkh6bzramngvcrficy2no44 205 20 Moore Moore NNP work_v44vkh6bzramngvcrficy2no44 205 21 and and CC work_v44vkh6bzramngvcrficy2no44 205 22 Quirk Quirk NNP work_v44vkh6bzramngvcrficy2no44 205 23 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 205 24 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 205 25 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 205 26 . . . work_v44vkh6bzramngvcrficy2no44 206 1 This this DT work_v44vkh6bzramngvcrficy2no44 206 2 function function NN work_v44vkh6bzramngvcrficy2no44 206 3 has have VBZ work_v44vkh6bzramngvcrficy2no44 206 4 the the DT work_v44vkh6bzramngvcrficy2no44 206 5 same same JJ work_v44vkh6bzramngvcrficy2no44 206 6 value value NN work_v44vkh6bzramngvcrficy2no44 206 7 as as IN work_v44vkh6bzramngvcrficy2no44 206 8 the the DT work_v44vkh6bzramngvcrficy2no44 206 9 standard standard JJ work_v44vkh6bzramngvcrficy2no44 206 10 one one CD work_v44vkh6bzramngvcrficy2no44 206 11 over over IN work_v44vkh6bzramngvcrficy2no44 206 12 a a DT work_v44vkh6bzramngvcrficy2no44 206 13 complete complete JJ work_v44vkh6bzramngvcrficy2no44 206 14 translation translation NN work_v44vkh6bzramngvcrficy2no44 206 15 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 206 16 , , , work_v44vkh6bzramngvcrficy2no44 206 17 but but CC work_v44vkh6bzramngvcrficy2no44 206 18 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 206 19 antic- antic- VBD work_v44vkh6bzramngvcrficy2no44 206 20 ipates ipate VBZ work_v44vkh6bzramngvcrficy2no44 206 21 the the DT work_v44vkh6bzramngvcrficy2no44 206 22 gradual gradual JJ work_v44vkh6bzramngvcrficy2no44 206 23 accumulation accumulation NN work_v44vkh6bzramngvcrficy2no44 206 24 of of IN work_v44vkh6bzramngvcrficy2no44 206 25 the the DT work_v44vkh6bzramngvcrficy2no44 206 26 cost cost NN work_v44vkh6bzramngvcrficy2no44 206 27 , , , work_v44vkh6bzramngvcrficy2no44 206 28 mak- mak- NNP work_v44vkh6bzramngvcrficy2no44 206 29 ing ing NNP work_v44vkh6bzramngvcrficy2no44 206 30 hypotheses hypothesis NNS work_v44vkh6bzramngvcrficy2no44 206 31 of of IN work_v44vkh6bzramngvcrficy2no44 206 32 the the DT work_v44vkh6bzramngvcrficy2no44 206 33 same same JJ work_v44vkh6bzramngvcrficy2no44 206 34 length length NN work_v44vkh6bzramngvcrficy2no44 206 35 more more RBR work_v44vkh6bzramngvcrficy2no44 206 36 compara- compara- JJ work_v44vkh6bzramngvcrficy2no44 206 37 ble ble NN work_v44vkh6bzramngvcrficy2no44 206 38 to to IN work_v44vkh6bzramngvcrficy2no44 206 39 one one CD work_v44vkh6bzramngvcrficy2no44 206 40 another another DT work_v44vkh6bzramngvcrficy2no44 206 41 . . . work_v44vkh6bzramngvcrficy2no44 207 1 Note note VB work_v44vkh6bzramngvcrficy2no44 207 2 that that IN work_v44vkh6bzramngvcrficy2no44 207 3 this this DT work_v44vkh6bzramngvcrficy2no44 207 4 option option NN work_v44vkh6bzramngvcrficy2no44 207 5 has have VBZ work_v44vkh6bzramngvcrficy2no44 207 6 no no DT work_v44vkh6bzramngvcrficy2no44 207 7 ef- ef- JJ work_v44vkh6bzramngvcrficy2no44 207 8 12Clearly 12clearly CD work_v44vkh6bzramngvcrficy2no44 207 9 , , , work_v44vkh6bzramngvcrficy2no44 207 10 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 207 11 would would MD work_v44vkh6bzramngvcrficy2no44 207 12 expect expect VB work_v44vkh6bzramngvcrficy2no44 207 13 different different JJ work_v44vkh6bzramngvcrficy2no44 207 14 figures figure NNS work_v44vkh6bzramngvcrficy2no44 207 15 from from IN work_v44vkh6bzramngvcrficy2no44 207 16 testing test VBG work_v44vkh6bzramngvcrficy2no44 207 17 the the DT work_v44vkh6bzramngvcrficy2no44 207 18 model model NN work_v44vkh6bzramngvcrficy2no44 207 19 on on IN work_v44vkh6bzramngvcrficy2no44 207 20 another another DT work_v44vkh6bzramngvcrficy2no44 207 21 language language NN work_v44vkh6bzramngvcrficy2no44 207 22 pair pair NN work_v44vkh6bzramngvcrficy2no44 207 23 like like IN work_v44vkh6bzramngvcrficy2no44 207 24 German German NNP work_v44vkh6bzramngvcrficy2no44 207 25 - - HYPH work_v44vkh6bzramngvcrficy2no44 207 26 English English NNP work_v44vkh6bzramngvcrficy2no44 207 27 , , , work_v44vkh6bzramngvcrficy2no44 207 28 where where WRB work_v44vkh6bzramngvcrficy2no44 207 29 the the DT work_v44vkh6bzramngvcrficy2no44 207 30 verb verb NN work_v44vkh6bzramngvcrficy2no44 207 31 is be VBZ work_v44vkh6bzramngvcrficy2no44 207 32 often often RB work_v44vkh6bzramngvcrficy2no44 207 33 postponed postpone VBN work_v44vkh6bzramngvcrficy2no44 207 34 in in IN work_v44vkh6bzramngvcrficy2no44 207 35 the the DT work_v44vkh6bzramngvcrficy2no44 207 36 source source NN work_v44vkh6bzramngvcrficy2no44 207 37 with with IN work_v44vkh6bzramngvcrficy2no44 207 38 respect respect NN work_v44vkh6bzramngvcrficy2no44 207 39 to to IN work_v44vkh6bzramngvcrficy2no44 207 40 the the DT work_v44vkh6bzramngvcrficy2no44 207 41 target target NN work_v44vkh6bzramngvcrficy2no44 207 42 . . . work_v44vkh6bzramngvcrficy2no44 208 1 fect fect VB work_v44vkh6bzramngvcrficy2no44 208 2 on on IN work_v44vkh6bzramngvcrficy2no44 208 3 the the DT work_v44vkh6bzramngvcrficy2no44 208 4 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 208 5 limit limit NN work_v44vkh6bzramngvcrficy2no44 208 6 , , , work_v44vkh6bzramngvcrficy2no44 208 7 but but CC work_v44vkh6bzramngvcrficy2no44 208 8 only only RB work_v44vkh6bzramngvcrficy2no44 208 9 on on IN work_v44vkh6bzramngvcrficy2no44 208 10 the the DT work_v44vkh6bzramngvcrficy2no44 208 11 distor- distor- NN work_v44vkh6bzramngvcrficy2no44 208 12 tion tion NN work_v44vkh6bzramngvcrficy2no44 208 13 cost cost NN work_v44vkh6bzramngvcrficy2no44 208 14 feature feature NN work_v44vkh6bzramngvcrficy2no44 208 15 function function NN work_v44vkh6bzramngvcrficy2no44 208 16 . . . work_v44vkh6bzramngvcrficy2no44 209 1 As as IN work_v44vkh6bzramngvcrficy2no44 209 2 proposed propose VBN work_v44vkh6bzramngvcrficy2no44 209 3 by by IN work_v44vkh6bzramngvcrficy2no44 209 4 Johnson Johnson NNP work_v44vkh6bzramngvcrficy2no44 209 5 et et NNP work_v44vkh6bzramngvcrficy2no44 209 6 al al NNP work_v44vkh6bzramngvcrficy2no44 209 7 . . . work_v44vkh6bzramngvcrficy2no44 210 1 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 210 2 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 210 3 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 210 4 , , , work_v44vkh6bzramngvcrficy2no44 210 5 statistically statistically RB work_v44vkh6bzramngvcrficy2no44 210 6 improbable improbable JJ work_v44vkh6bzramngvcrficy2no44 210 7 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 210 8 pairs pair NNS work_v44vkh6bzramngvcrficy2no44 210 9 are be VBP work_v44vkh6bzramngvcrficy2no44 210 10 removed remove VBN work_v44vkh6bzramngvcrficy2no44 210 11 from from IN work_v44vkh6bzramngvcrficy2no44 210 12 the the DT work_v44vkh6bzramngvcrficy2no44 210 13 translation translation NN work_v44vkh6bzramngvcrficy2no44 210 14 model model NN work_v44vkh6bzramngvcrficy2no44 210 15 . . . work_v44vkh6bzramngvcrficy2no44 211 1 The the DT work_v44vkh6bzramngvcrficy2no44 211 2 lan- lan- NN work_v44vkh6bzramngvcrficy2no44 211 3 guage guage NN work_v44vkh6bzramngvcrficy2no44 211 4 models model NNS work_v44vkh6bzramngvcrficy2no44 211 5 are be VBP work_v44vkh6bzramngvcrficy2no44 211 6 estimated estimate VBN work_v44vkh6bzramngvcrficy2no44 211 7 by by IN work_v44vkh6bzramngvcrficy2no44 211 8 the the DT work_v44vkh6bzramngvcrficy2no44 211 9 IRSTLM IRSTLM NNP work_v44vkh6bzramngvcrficy2no44 211 10 toolkit toolkit NNS work_v44vkh6bzramngvcrficy2no44 211 11 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 211 12 Federico Federico NNP work_v44vkh6bzramngvcrficy2no44 211 13 et et NNP work_v44vkh6bzramngvcrficy2no44 211 14 al al NNP work_v44vkh6bzramngvcrficy2no44 211 15 . . NNP work_v44vkh6bzramngvcrficy2no44 211 16 , , , work_v44vkh6bzramngvcrficy2no44 211 17 2008 2008 CD work_v44vkh6bzramngvcrficy2no44 211 18 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 211 19 with with IN work_v44vkh6bzramngvcrficy2no44 211 20 modified modify VBN work_v44vkh6bzramngvcrficy2no44 211 21 Kneser Kneser NNP work_v44vkh6bzramngvcrficy2no44 211 22 - - HYPH work_v44vkh6bzramngvcrficy2no44 211 23 Ney Ney NNP work_v44vkh6bzramngvcrficy2no44 211 24 smoothing smooth VBG work_v44vkh6bzramngvcrficy2no44 211 25 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 211 26 Chen Chen NNP work_v44vkh6bzramngvcrficy2no44 211 27 and and CC work_v44vkh6bzramngvcrficy2no44 211 28 Goodman Goodman NNP work_v44vkh6bzramngvcrficy2no44 211 29 , , , work_v44vkh6bzramngvcrficy2no44 211 30 1999 1999 CD work_v44vkh6bzramngvcrficy2no44 211 31 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 211 32 . . . work_v44vkh6bzramngvcrficy2no44 212 1 Feature feature NN work_v44vkh6bzramngvcrficy2no44 212 2 weights weight NNS work_v44vkh6bzramngvcrficy2no44 212 3 are be VBP work_v44vkh6bzramngvcrficy2no44 212 4 optimized optimize VBN work_v44vkh6bzramngvcrficy2no44 212 5 by by IN work_v44vkh6bzramngvcrficy2no44 212 6 minimum minimum JJ work_v44vkh6bzramngvcrficy2no44 212 7 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 212 8 - - HYPH work_v44vkh6bzramngvcrficy2no44 212 9 error error NN work_v44vkh6bzramngvcrficy2no44 212 10 training training NN work_v44vkh6bzramngvcrficy2no44 212 11 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 212 12 Och Och NNP work_v44vkh6bzramngvcrficy2no44 212 13 , , , work_v44vkh6bzramngvcrficy2no44 212 14 2003 2003 CD work_v44vkh6bzramngvcrficy2no44 212 15 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 212 16 on on IN work_v44vkh6bzramngvcrficy2no44 212 17 dev06-nw dev06-nw NNP work_v44vkh6bzramngvcrficy2no44 212 18 . . . work_v44vkh6bzramngvcrficy2no44 213 1 To to TO work_v44vkh6bzramngvcrficy2no44 213 2 reduce reduce VB work_v44vkh6bzramngvcrficy2no44 213 3 the the DT work_v44vkh6bzramngvcrficy2no44 213 4 effects effect NNS work_v44vkh6bzramngvcrficy2no44 213 5 of of IN work_v44vkh6bzramngvcrficy2no44 213 6 the the DT work_v44vkh6bzramngvcrficy2no44 213 7 optimizer optimizer NN work_v44vkh6bzramngvcrficy2no44 213 8 instability instability NN work_v44vkh6bzramngvcrficy2no44 213 9 , , , work_v44vkh6bzramngvcrficy2no44 213 10 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 213 11 tune tune VBP work_v44vkh6bzramngvcrficy2no44 213 12 each each DT work_v44vkh6bzramngvcrficy2no44 213 13 configuration configuration NN work_v44vkh6bzramngvcrficy2no44 213 14 four four CD work_v44vkh6bzramngvcrficy2no44 213 15 times time NNS work_v44vkh6bzramngvcrficy2no44 213 16 and and CC work_v44vkh6bzramngvcrficy2no44 213 17 use use VB work_v44vkh6bzramngvcrficy2no44 213 18 the the DT work_v44vkh6bzramngvcrficy2no44 213 19 av- av- JJ work_v44vkh6bzramngvcrficy2no44 213 20 erage erage NN work_v44vkh6bzramngvcrficy2no44 213 21 of of IN work_v44vkh6bzramngvcrficy2no44 213 22 the the DT work_v44vkh6bzramngvcrficy2no44 213 23 resulting result VBG work_v44vkh6bzramngvcrficy2no44 213 24 weight weight NN work_v44vkh6bzramngvcrficy2no44 213 25 vectors vector NNS work_v44vkh6bzramngvcrficy2no44 213 26 to to TO work_v44vkh6bzramngvcrficy2no44 213 27 translate translate VB work_v44vkh6bzramngvcrficy2no44 213 28 the the DT work_v44vkh6bzramngvcrficy2no44 213 29 test test NN work_v44vkh6bzramngvcrficy2no44 213 30 sets set NNS work_v44vkh6bzramngvcrficy2no44 213 31 , , , work_v44vkh6bzramngvcrficy2no44 213 32 as as IN work_v44vkh6bzramngvcrficy2no44 213 33 suggested suggest VBN work_v44vkh6bzramngvcrficy2no44 213 34 by by IN work_v44vkh6bzramngvcrficy2no44 213 35 Cettolo Cettolo NNP work_v44vkh6bzramngvcrficy2no44 213 36 et et NNP work_v44vkh6bzramngvcrficy2no44 213 37 al al NNP work_v44vkh6bzramngvcrficy2no44 213 38 . . . work_v44vkh6bzramngvcrficy2no44 214 1 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 214 2 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 214 3 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 214 4 . . . work_v44vkh6bzramngvcrficy2no44 215 1 Finally finally RB work_v44vkh6bzramngvcrficy2no44 215 2 , , , work_v44vkh6bzramngvcrficy2no44 215 3 eval08-nw eval08-nw NNP work_v44vkh6bzramngvcrficy2no44 215 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 215 5 used use VBN work_v44vkh6bzramngvcrficy2no44 215 6 to to TO work_v44vkh6bzramngvcrficy2no44 215 7 select select VB work_v44vkh6bzramngvcrficy2no44 215 8 the the DT work_v44vkh6bzramngvcrficy2no44 215 9 early early JJ work_v44vkh6bzramngvcrficy2no44 215 10 prun- prun- JJ work_v44vkh6bzramngvcrficy2no44 215 11 ing ing NN work_v44vkh6bzramngvcrficy2no44 215 12 parameters parameter NNS work_v44vkh6bzramngvcrficy2no44 215 13 for for IN work_v44vkh6bzramngvcrficy2no44 215 14 the the DT work_v44vkh6bzramngvcrficy2no44 215 15 last last JJ work_v44vkh6bzramngvcrficy2no44 215 16 experiment experiment NN work_v44vkh6bzramngvcrficy2no44 215 17 , , , work_v44vkh6bzramngvcrficy2no44 215 18 while while IN work_v44vkh6bzramngvcrficy2no44 215 19 eval09- eval09- NNP work_v44vkh6bzramngvcrficy2no44 215 20 nw nw NNP work_v44vkh6bzramngvcrficy2no44 215 21 is be VBZ work_v44vkh6bzramngvcrficy2no44 215 22 always always RB work_v44vkh6bzramngvcrficy2no44 215 23 reserved reserve VBN work_v44vkh6bzramngvcrficy2no44 215 24 as as IN work_v44vkh6bzramngvcrficy2no44 215 25 blind blind JJ work_v44vkh6bzramngvcrficy2no44 215 26 test test NN work_v44vkh6bzramngvcrficy2no44 215 27 . . . work_v44vkh6bzramngvcrficy2no44 216 1 5.3 5.3 CD work_v44vkh6bzramngvcrficy2no44 216 2 Evaluation Evaluation NNP work_v44vkh6bzramngvcrficy2no44 216 3 metrics metric NNS work_v44vkh6bzramngvcrficy2no44 216 4 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 216 5 evaluate evaluate VBP work_v44vkh6bzramngvcrficy2no44 216 6 global global JJ work_v44vkh6bzramngvcrficy2no44 216 7 translation translation NN work_v44vkh6bzramngvcrficy2no44 216 8 quality quality NN work_v44vkh6bzramngvcrficy2no44 216 9 with with IN work_v44vkh6bzramngvcrficy2no44 216 10 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 216 11 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 216 12 Papineni Papineni NNP work_v44vkh6bzramngvcrficy2no44 216 13 et et FW work_v44vkh6bzramngvcrficy2no44 216 14 al al NNP work_v44vkh6bzramngvcrficy2no44 216 15 . . NNP work_v44vkh6bzramngvcrficy2no44 216 16 , , , work_v44vkh6bzramngvcrficy2no44 216 17 2002 2002 CD work_v44vkh6bzramngvcrficy2no44 216 18 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 216 19 and and CC work_v44vkh6bzramngvcrficy2no44 216 20 METEOR METEOR NNP work_v44vkh6bzramngvcrficy2no44 216 21 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 216 22 Banerjee Banerjee NNP work_v44vkh6bzramngvcrficy2no44 216 23 and and CC work_v44vkh6bzramngvcrficy2no44 216 24 Lavie Lavie NNP work_v44vkh6bzramngvcrficy2no44 216 25 , , , work_v44vkh6bzramngvcrficy2no44 216 26 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 216 27 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 216 28 . . . work_v44vkh6bzramngvcrficy2no44 217 1 These these DT work_v44vkh6bzramngvcrficy2no44 217 2 metrics metric NNS work_v44vkh6bzramngvcrficy2no44 217 3 , , , work_v44vkh6bzramngvcrficy2no44 217 4 though though RB work_v44vkh6bzramngvcrficy2no44 217 5 , , , work_v44vkh6bzramngvcrficy2no44 217 6 are be VBP work_v44vkh6bzramngvcrficy2no44 217 7 only only RB work_v44vkh6bzramngvcrficy2no44 217 8 in- in- RB work_v44vkh6bzramngvcrficy2no44 217 9 directly directly RB work_v44vkh6bzramngvcrficy2no44 217 10 sensitive sensitive JJ work_v44vkh6bzramngvcrficy2no44 217 11 to to IN work_v44vkh6bzramngvcrficy2no44 217 12 word word NN work_v44vkh6bzramngvcrficy2no44 217 13 order order NN work_v44vkh6bzramngvcrficy2no44 217 14 , , , work_v44vkh6bzramngvcrficy2no44 217 15 and and CC work_v44vkh6bzramngvcrficy2no44 217 16 especially especially RB work_v44vkh6bzramngvcrficy2no44 217 17 un- un- RB work_v44vkh6bzramngvcrficy2no44 217 18 likely likely JJ work_v44vkh6bzramngvcrficy2no44 217 19 to to TO work_v44vkh6bzramngvcrficy2no44 217 20 capture capture VB work_v44vkh6bzramngvcrficy2no44 217 21 improvements improvement NNS work_v44vkh6bzramngvcrficy2no44 217 22 at at IN work_v44vkh6bzramngvcrficy2no44 217 23 the the DT work_v44vkh6bzramngvcrficy2no44 217 24 level level NN work_v44vkh6bzramngvcrficy2no44 217 25 of of IN work_v44vkh6bzramngvcrficy2no44 217 26 long- long- JJ work_v44vkh6bzramngvcrficy2no44 217 27 range range NN work_v44vkh6bzramngvcrficy2no44 217 28 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 217 29 . . . work_v44vkh6bzramngvcrficy2no44 218 1 For for IN work_v44vkh6bzramngvcrficy2no44 218 2 this this DT work_v44vkh6bzramngvcrficy2no44 218 3 reason reason NN work_v44vkh6bzramngvcrficy2no44 218 4 , , , work_v44vkh6bzramngvcrficy2no44 218 5 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 218 6 also also RB work_v44vkh6bzramngvcrficy2no44 218 7 com- com- VBP work_v44vkh6bzramngvcrficy2no44 218 8 pute pute VBP work_v44vkh6bzramngvcrficy2no44 218 9 the the DT work_v44vkh6bzramngvcrficy2no44 218 10 Kendall Kendall NNP work_v44vkh6bzramngvcrficy2no44 218 11 Reordering Reordering NNP work_v44vkh6bzramngvcrficy2no44 218 12 Score Score NNP work_v44vkh6bzramngvcrficy2no44 218 13 or or CC work_v44vkh6bzramngvcrficy2no44 218 14 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 218 15 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 218 16 Birch Birch NNP work_v44vkh6bzramngvcrficy2no44 218 17 et et NNP work_v44vkh6bzramngvcrficy2no44 218 18 al al NNP work_v44vkh6bzramngvcrficy2no44 218 19 . . NNP work_v44vkh6bzramngvcrficy2no44 218 20 , , , work_v44vkh6bzramngvcrficy2no44 218 21 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 218 22 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 218 23 which which WDT work_v44vkh6bzramngvcrficy2no44 218 24 is be VBZ work_v44vkh6bzramngvcrficy2no44 218 25 a a DT work_v44vkh6bzramngvcrficy2no44 218 26 positive positive JJ work_v44vkh6bzramngvcrficy2no44 218 27 score score NN work_v44vkh6bzramngvcrficy2no44 218 28 based base VBN work_v44vkh6bzramngvcrficy2no44 218 29 on on IN work_v44vkh6bzramngvcrficy2no44 218 30 the the DT work_v44vkh6bzramngvcrficy2no44 218 31 Kendall Kendall NNP work_v44vkh6bzramngvcrficy2no44 218 32 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 218 33 Tau Tau NNP work_v44vkh6bzramngvcrficy2no44 218 34 distance distance NN work_v44vkh6bzramngvcrficy2no44 218 35 between between IN work_v44vkh6bzramngvcrficy2no44 218 36 the the DT work_v44vkh6bzramngvcrficy2no44 218 37 source source NN work_v44vkh6bzramngvcrficy2no44 218 38 - - HYPH work_v44vkh6bzramngvcrficy2no44 218 39 output output NN work_v44vkh6bzramngvcrficy2no44 218 40 permutation permutation NN work_v44vkh6bzramngvcrficy2no44 218 41 % % NN work_v44vkh6bzramngvcrficy2no44 218 42 and and CC work_v44vkh6bzramngvcrficy2no44 218 43 the the DT work_v44vkh6bzramngvcrficy2no44 218 44 source source NN work_v44vkh6bzramngvcrficy2no44 218 45 - - HYPH work_v44vkh6bzramngvcrficy2no44 218 46 reference reference NN work_v44vkh6bzramngvcrficy2no44 218 47 permuta- permuta- NN work_v44vkh6bzramngvcrficy2no44 218 48 tions tion NNS work_v44vkh6bzramngvcrficy2no44 218 49 " " '' work_v44vkh6bzramngvcrficy2no44 218 50 : : : work_v44vkh6bzramngvcrficy2no44 218 51 KRS(% KRS(% NNP work_v44vkh6bzramngvcrficy2no44 218 52 , , , work_v44vkh6bzramngvcrficy2no44 218 53 ") ") '' work_v44vkh6bzramngvcrficy2no44 218 54 = = FW work_v44vkh6bzramngvcrficy2no44 218 55 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 218 56 1 1 CD work_v44vkh6bzramngvcrficy2no44 218 57 ! ! . work_v44vkh6bzramngvcrficy2no44 219 1 # # $ work_v44vkh6bzramngvcrficy2no44 219 2 K(% K(% NNP work_v44vkh6bzramngvcrficy2no44 219 3 , , , work_v44vkh6bzramngvcrficy2no44 219 4 ") ") '' work_v44vkh6bzramngvcrficy2no44 219 5 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 219 6 · · NFP work_v44vkh6bzramngvcrficy2no44 219 7 BP BP NNP work_v44vkh6bzramngvcrficy2no44 219 8 K(% K(% NNP work_v44vkh6bzramngvcrficy2no44 219 9 , , , work_v44vkh6bzramngvcrficy2no44 219 10 ") ") '' work_v44vkh6bzramngvcrficy2no44 219 11 = = FW work_v44vkh6bzramngvcrficy2no44 219 12 " " `` work_v44vkh6bzramngvcrficy2no44 219 13 n n NN work_v44vkh6bzramngvcrficy2no44 219 14 i=1 i=1 NN work_v44vkh6bzramngvcrficy2no44 219 15 " " '' work_v44vkh6bzramngvcrficy2no44 219 16 n n CC work_v44vkh6bzramngvcrficy2no44 219 17 j=1 j=1 JJ work_v44vkh6bzramngvcrficy2no44 219 18 d(i d(i NNP work_v44vkh6bzramngvcrficy2no44 219 19 , , , work_v44vkh6bzramngvcrficy2no44 219 20 j j NNP work_v44vkh6bzramngvcrficy2no44 219 21 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 219 22 1 1 CD work_v44vkh6bzramngvcrficy2no44 219 23 2 2 CD work_v44vkh6bzramngvcrficy2no44 219 24 n(n n(n NN work_v44vkh6bzramngvcrficy2no44 219 25 ! ! . work_v44vkh6bzramngvcrficy2no44 220 1 1 1 LS work_v44vkh6bzramngvcrficy2no44 220 2 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 220 3 d(i d(i NNP work_v44vkh6bzramngvcrficy2no44 220 4 , , , work_v44vkh6bzramngvcrficy2no44 220 5 j j NNP work_v44vkh6bzramngvcrficy2no44 220 6 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 220 7 = = VBZ work_v44vkh6bzramngvcrficy2no44 220 8 $ $ $ work_v44vkh6bzramngvcrficy2no44 220 9 1 1 CD work_v44vkh6bzramngvcrficy2no44 220 10 if if IN work_v44vkh6bzramngvcrficy2no44 220 11 % % NN work_v44vkh6bzramngvcrficy2no44 220 12 i i PRP work_v44vkh6bzramngvcrficy2no44 220 13 < < XX work_v44vkh6bzramngvcrficy2no44 220 14 % % NN work_v44vkh6bzramngvcrficy2no44 220 15 j j NN work_v44vkh6bzramngvcrficy2no44 220 16 and and CC work_v44vkh6bzramngvcrficy2no44 220 17 " " `` work_v44vkh6bzramngvcrficy2no44 220 18 i i PRP work_v44vkh6bzramngvcrficy2no44 220 19 > > XX work_v44vkh6bzramngvcrficy2no44 220 20 " " '' work_v44vkh6bzramngvcrficy2no44 220 21 j j NNP work_v44vkh6bzramngvcrficy2no44 220 22 0 0 CD work_v44vkh6bzramngvcrficy2no44 220 23 otherwise otherwise RB work_v44vkh6bzramngvcrficy2no44 220 24 where where WRB work_v44vkh6bzramngvcrficy2no44 220 25 BP BP NNP work_v44vkh6bzramngvcrficy2no44 220 26 is be VBZ work_v44vkh6bzramngvcrficy2no44 220 27 a a DT work_v44vkh6bzramngvcrficy2no44 220 28 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 220 29 - - HYPH work_v44vkh6bzramngvcrficy2no44 220 30 level level NN work_v44vkh6bzramngvcrficy2no44 220 31 brevity brevity NN work_v44vkh6bzramngvcrficy2no44 220 32 penalty penalty NN work_v44vkh6bzramngvcrficy2no44 220 33 , , , work_v44vkh6bzramngvcrficy2no44 220 34 similar similar JJ work_v44vkh6bzramngvcrficy2no44 220 35 to to IN work_v44vkh6bzramngvcrficy2no44 220 36 that that DT work_v44vkh6bzramngvcrficy2no44 220 37 of of IN work_v44vkh6bzramngvcrficy2no44 220 38 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 220 39 . . . work_v44vkh6bzramngvcrficy2no44 221 1 The the DT work_v44vkh6bzramngvcrficy2no44 221 2 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 221 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 221 4 robust robust JJ work_v44vkh6bzramngvcrficy2no44 221 5 to to IN work_v44vkh6bzramngvcrficy2no44 221 6 lexical lexical JJ work_v44vkh6bzramngvcrficy2no44 221 7 choice choice NN work_v44vkh6bzramngvcrficy2no44 221 8 because because IN work_v44vkh6bzramngvcrficy2no44 221 9 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 221 10 performs perform VBZ work_v44vkh6bzramngvcrficy2no44 221 11 no no DT work_v44vkh6bzramngvcrficy2no44 221 12 comparison comparison NN work_v44vkh6bzramngvcrficy2no44 221 13 between between IN work_v44vkh6bzramngvcrficy2no44 221 14 output output NN work_v44vkh6bzramngvcrficy2no44 221 15 and and CC work_v44vkh6bzramngvcrficy2no44 221 16 reference reference NN work_v44vkh6bzramngvcrficy2no44 221 17 words word NNS work_v44vkh6bzramngvcrficy2no44 221 18 , , , work_v44vkh6bzramngvcrficy2no44 221 19 but but CC work_v44vkh6bzramngvcrficy2no44 221 20 only only RB work_v44vkh6bzramngvcrficy2no44 221 21 between between IN work_v44vkh6bzramngvcrficy2no44 221 22 the the DT work_v44vkh6bzramngvcrficy2no44 221 23 positions position NNS work_v44vkh6bzramngvcrficy2no44 221 24 of of IN work_v44vkh6bzramngvcrficy2no44 221 25 their -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 221 26 translations translation NNS work_v44vkh6bzramngvcrficy2no44 221 27 . . . work_v44vkh6bzramngvcrficy2no44 222 1 Besides besides RB work_v44vkh6bzramngvcrficy2no44 222 2 , , , work_v44vkh6bzramngvcrficy2no44 222 3 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 222 4 was be VBD work_v44vkh6bzramngvcrficy2no44 222 5 shown show VBN work_v44vkh6bzramngvcrficy2no44 222 6 to to IN work_v44vkh6bzramngvcrficy2no44 222 7 corre- corre- NNP work_v44vkh6bzramngvcrficy2no44 222 8 late late RB work_v44vkh6bzramngvcrficy2no44 222 9 strongly strongly RB work_v44vkh6bzramngvcrficy2no44 222 10 with with IN work_v44vkh6bzramngvcrficy2no44 222 11 human human JJ work_v44vkh6bzramngvcrficy2no44 222 12 judgements judgement NNS work_v44vkh6bzramngvcrficy2no44 222 13 of of IN work_v44vkh6bzramngvcrficy2no44 222 14 fluency fluency NN work_v44vkh6bzramngvcrficy2no44 222 15 . . . work_v44vkh6bzramngvcrficy2no44 223 1 Our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 223 2 work work NN work_v44vkh6bzramngvcrficy2no44 223 3 specifically specifically RB work_v44vkh6bzramngvcrficy2no44 223 4 addresses address VBZ work_v44vkh6bzramngvcrficy2no44 223 5 long long JJ work_v44vkh6bzramngvcrficy2no44 223 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 223 7 range range NN work_v44vkh6bzramngvcrficy2no44 223 8 re- re- JJ work_v44vkh6bzramngvcrficy2no44 223 9 ordering ordering JJ work_v44vkh6bzramngvcrficy2no44 223 10 phenomena phenomenon NNS work_v44vkh6bzramngvcrficy2no44 223 11 in in IN work_v44vkh6bzramngvcrficy2no44 223 12 language language NN work_v44vkh6bzramngvcrficy2no44 223 13 pairs pair NNS work_v44vkh6bzramngvcrficy2no44 223 14 where where WRB work_v44vkh6bzramngvcrficy2no44 223 15 these these DT work_v44vkh6bzramngvcrficy2no44 223 16 are be VBP work_v44vkh6bzramngvcrficy2no44 223 17 quite quite RB work_v44vkh6bzramngvcrficy2no44 223 18 rare rare JJ work_v44vkh6bzramngvcrficy2no44 223 19 , , , work_v44vkh6bzramngvcrficy2no44 223 20 although although IN work_v44vkh6bzramngvcrficy2no44 223 21 crucial crucial JJ work_v44vkh6bzramngvcrficy2no44 223 22 for for IN work_v44vkh6bzramngvcrficy2no44 223 23 preserving preserve VBG work_v44vkh6bzramngvcrficy2no44 223 24 the the DT work_v44vkh6bzramngvcrficy2no44 223 25 source source NN work_v44vkh6bzramngvcrficy2no44 223 26 text text NN work_v44vkh6bzramngvcrficy2no44 223 27 meaning meaning NN work_v44vkh6bzramngvcrficy2no44 223 28 . . . work_v44vkh6bzramngvcrficy2no44 224 1 Hence hence RB work_v44vkh6bzramngvcrficy2no44 224 2 , , , work_v44vkh6bzramngvcrficy2no44 224 3 an an DT work_v44vkh6bzramngvcrficy2no44 224 4 improvement improvement NN work_v44vkh6bzramngvcrficy2no44 224 5 at at IN work_v44vkh6bzramngvcrficy2no44 224 6 this this DT work_v44vkh6bzramngvcrficy2no44 224 7 level level NN work_v44vkh6bzramngvcrficy2no44 224 8 may may MD work_v44vkh6bzramngvcrficy2no44 224 9 not not RB work_v44vkh6bzramngvcrficy2no44 224 10 be be VB work_v44vkh6bzramngvcrficy2no44 224 11 detected detect VBN work_v44vkh6bzramngvcrficy2no44 224 12 by by IN work_v44vkh6bzramngvcrficy2no44 224 13 the the DT work_v44vkh6bzramngvcrficy2no44 224 14 general general JJ work_v44vkh6bzramngvcrficy2no44 224 15 - - HYPH work_v44vkh6bzramngvcrficy2no44 224 16 purpose purpose NN work_v44vkh6bzramngvcrficy2no44 224 17 metrics metric NNS work_v44vkh6bzramngvcrficy2no44 224 18 . . . work_v44vkh6bzramngvcrficy2no44 225 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 225 2 then then RB work_v44vkh6bzramngvcrficy2no44 225 3 develop develop VBP work_v44vkh6bzramngvcrficy2no44 225 4 a a DT work_v44vkh6bzramngvcrficy2no44 225 5 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 225 6 variant variant NN work_v44vkh6bzramngvcrficy2no44 225 7 that that WDT work_v44vkh6bzramngvcrficy2no44 225 8 is be VBZ work_v44vkh6bzramngvcrficy2no44 225 9 only only RB work_v44vkh6bzramngvcrficy2no44 225 10 334 334 CD work_v44vkh6bzramngvcrficy2no44 225 11 sensitive sensitive JJ work_v44vkh6bzramngvcrficy2no44 225 12 to to IN work_v44vkh6bzramngvcrficy2no44 225 13 the the DT work_v44vkh6bzramngvcrficy2no44 225 14 positioning positioning NN work_v44vkh6bzramngvcrficy2no44 225 15 of of IN work_v44vkh6bzramngvcrficy2no44 225 16 specific specific JJ work_v44vkh6bzramngvcrficy2no44 225 17 input input NN work_v44vkh6bzramngvcrficy2no44 225 18 words word NNS work_v44vkh6bzramngvcrficy2no44 225 19 . . . work_v44vkh6bzramngvcrficy2no44 226 1 Assuming assume VBG work_v44vkh6bzramngvcrficy2no44 226 2 that that IN work_v44vkh6bzramngvcrficy2no44 226 3 each each DT work_v44vkh6bzramngvcrficy2no44 226 4 input input JJ work_v44vkh6bzramngvcrficy2no44 226 5 word word NN work_v44vkh6bzramngvcrficy2no44 226 6 fi fi NN work_v44vkh6bzramngvcrficy2no44 226 7 is be VBZ work_v44vkh6bzramngvcrficy2no44 226 8 assigned assign VBN work_v44vkh6bzramngvcrficy2no44 226 9 a a DT work_v44vkh6bzramngvcrficy2no44 226 10 weight weight NN work_v44vkh6bzramngvcrficy2no44 226 11 ! ! . work_v44vkh6bzramngvcrficy2no44 226 12 i i PRP work_v44vkh6bzramngvcrficy2no44 226 13 , , , work_v44vkh6bzramngvcrficy2no44 226 14 the the DT work_v44vkh6bzramngvcrficy2no44 226 15 formula formula NN work_v44vkh6bzramngvcrficy2no44 226 16 above above RB work_v44vkh6bzramngvcrficy2no44 226 17 is be VBZ work_v44vkh6bzramngvcrficy2no44 226 18 modified modify VBN work_v44vkh6bzramngvcrficy2no44 226 19 as as IN work_v44vkh6bzramngvcrficy2no44 226 20 follows follow VBZ work_v44vkh6bzramngvcrficy2no44 226 21 : : : work_v44vkh6bzramngvcrficy2no44 226 22 d"(i d"(i NNP work_v44vkh6bzramngvcrficy2no44 226 23 , , , work_v44vkh6bzramngvcrficy2no44 226 24 j j NNP work_v44vkh6bzramngvcrficy2no44 226 25 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 226 26 = = SYM work_v44vkh6bzramngvcrficy2no44 226 27 $ $ $ work_v44vkh6bzramngvcrficy2no44 226 28 ! ! . work_v44vkh6bzramngvcrficy2no44 226 29 i+!j i+!j NNP work_v44vkh6bzramngvcrficy2no44 226 30 if if IN work_v44vkh6bzramngvcrficy2no44 226 31 % % NN work_v44vkh6bzramngvcrficy2no44 226 32 i i PRP work_v44vkh6bzramngvcrficy2no44 226 33 < < XX work_v44vkh6bzramngvcrficy2no44 226 34 % % NN work_v44vkh6bzramngvcrficy2no44 226 35 j j NN work_v44vkh6bzramngvcrficy2no44 226 36 and and CC work_v44vkh6bzramngvcrficy2no44 226 37 " " `` work_v44vkh6bzramngvcrficy2no44 226 38 i i PRP work_v44vkh6bzramngvcrficy2no44 226 39 > > XX work_v44vkh6bzramngvcrficy2no44 226 40 " " '' work_v44vkh6bzramngvcrficy2no44 226 41 j j NNP work_v44vkh6bzramngvcrficy2no44 226 42 0 0 CD work_v44vkh6bzramngvcrficy2no44 226 43 otherwise otherwise RB work_v44vkh6bzramngvcrficy2no44 226 44 A a DT work_v44vkh6bzramngvcrficy2no44 226 45 similar similar JJ work_v44vkh6bzramngvcrficy2no44 226 46 element element NN work_v44vkh6bzramngvcrficy2no44 226 47 - - HYPH work_v44vkh6bzramngvcrficy2no44 226 48 weighted weighted JJ work_v44vkh6bzramngvcrficy2no44 226 49 version version NN work_v44vkh6bzramngvcrficy2no44 226 50 of of IN work_v44vkh6bzramngvcrficy2no44 226 51 Kendall Kendall NNP work_v44vkh6bzramngvcrficy2no44 226 52 Tau Tau NNP work_v44vkh6bzramngvcrficy2no44 226 53 was be VBD work_v44vkh6bzramngvcrficy2no44 226 54 proposed propose VBN work_v44vkh6bzramngvcrficy2no44 226 55 by by IN work_v44vkh6bzramngvcrficy2no44 226 56 Kumar Kumar NNP work_v44vkh6bzramngvcrficy2no44 226 57 and and CC work_v44vkh6bzramngvcrficy2no44 226 58 Vassilvitskii Vassilvitskii NNP work_v44vkh6bzramngvcrficy2no44 226 59 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 226 60 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 226 61 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 226 62 to to TO work_v44vkh6bzramngvcrficy2no44 226 63 evaluate evaluate VB work_v44vkh6bzramngvcrficy2no44 226 64 document document NN work_v44vkh6bzramngvcrficy2no44 226 65 rankings ranking NNS work_v44vkh6bzramngvcrficy2no44 226 66 in in IN work_v44vkh6bzramngvcrficy2no44 226 67 information information NN work_v44vkh6bzramngvcrficy2no44 226 68 retrieval retrieval NN work_v44vkh6bzramngvcrficy2no44 226 69 . . . work_v44vkh6bzramngvcrficy2no44 227 1 Because because IN work_v44vkh6bzramngvcrficy2no44 227 2 long long JJ work_v44vkh6bzramngvcrficy2no44 227 3 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 227 4 errors error NNS work_v44vkh6bzramngvcrficy2no44 227 5 in in IN work_v44vkh6bzramngvcrficy2no44 227 6 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 227 7 - - HYPH work_v44vkh6bzramngvcrficy2no44 227 8 English English NNP work_v44vkh6bzramngvcrficy2no44 227 9 mostly mostly RB work_v44vkh6bzramngvcrficy2no44 227 10 affect affect VBP work_v44vkh6bzramngvcrficy2no44 227 11 verbs verb NNS work_v44vkh6bzramngvcrficy2no44 227 12 , , , work_v44vkh6bzramngvcrficy2no44 227 13 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 227 14 set set VBD work_v44vkh6bzramngvcrficy2no44 227 15 the the DT work_v44vkh6bzramngvcrficy2no44 227 16 weights weight NNS work_v44vkh6bzramngvcrficy2no44 227 17 to to IN work_v44vkh6bzramngvcrficy2no44 227 18 1 1 CD work_v44vkh6bzramngvcrficy2no44 227 19 for for IN work_v44vkh6bzramngvcrficy2no44 227 20 verbs verb NNS work_v44vkh6bzramngvcrficy2no44 227 21 and and CC work_v44vkh6bzramngvcrficy2no44 227 22 0 0 CD work_v44vkh6bzramngvcrficy2no44 227 23 for for IN work_v44vkh6bzramngvcrficy2no44 227 24 all all DT work_v44vkh6bzramngvcrficy2no44 227 25 other other JJ work_v44vkh6bzramngvcrficy2no44 227 26 words word NNS work_v44vkh6bzramngvcrficy2no44 227 27 to to TO work_v44vkh6bzramngvcrficy2no44 227 28 only only RB work_v44vkh6bzramngvcrficy2no44 227 29 capture capture VB work_v44vkh6bzramngvcrficy2no44 227 30 verb verb NN work_v44vkh6bzramngvcrficy2no44 227 31 re- re- JJ work_v44vkh6bzramngvcrficy2no44 227 32 ordering order VBG work_v44vkh6bzramngvcrficy2no44 227 33 errors error NNS work_v44vkh6bzramngvcrficy2no44 227 34 , , , work_v44vkh6bzramngvcrficy2no44 227 35 and and CC work_v44vkh6bzramngvcrficy2no44 227 36 call call VB work_v44vkh6bzramngvcrficy2no44 227 37 the the DT work_v44vkh6bzramngvcrficy2no44 227 38 resulting result VBG work_v44vkh6bzramngvcrficy2no44 227 39 metric metric JJ work_v44vkh6bzramngvcrficy2no44 227 40 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 227 41 - - HYPH work_v44vkh6bzramngvcrficy2no44 227 42 V. V. NNP work_v44vkh6bzramngvcrficy2no44 228 1 The the DT work_v44vkh6bzramngvcrficy2no44 228 2 source source NN work_v44vkh6bzramngvcrficy2no44 228 3 - - HYPH work_v44vkh6bzramngvcrficy2no44 228 4 reference reference NN work_v44vkh6bzramngvcrficy2no44 228 5 word word NN work_v44vkh6bzramngvcrficy2no44 228 6 alignments alignment NNS work_v44vkh6bzramngvcrficy2no44 228 7 needed need VBN work_v44vkh6bzramngvcrficy2no44 228 8 to to TO work_v44vkh6bzramngvcrficy2no44 228 9 compute compute VB work_v44vkh6bzramngvcrficy2no44 228 10 the the DT work_v44vkh6bzramngvcrficy2no44 228 11 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 228 12 scores score NNS work_v44vkh6bzramngvcrficy2no44 228 13 are be VBP work_v44vkh6bzramngvcrficy2no44 228 14 generated generate VBN work_v44vkh6bzramngvcrficy2no44 228 15 by by IN work_v44vkh6bzramngvcrficy2no44 228 16 the the DT work_v44vkh6bzramngvcrficy2no44 228 17 Berkeley Berkeley NNP work_v44vkh6bzramngvcrficy2no44 228 18 Aligner Aligner NNP work_v44vkh6bzramngvcrficy2no44 228 19 previously previously RB work_v44vkh6bzramngvcrficy2no44 228 20 trained train VBD work_v44vkh6bzramngvcrficy2no44 228 21 on on IN work_v44vkh6bzramngvcrficy2no44 228 22 the the DT work_v44vkh6bzramngvcrficy2no44 228 23 training training NN work_v44vkh6bzramngvcrficy2no44 228 24 data datum NNS work_v44vkh6bzramngvcrficy2no44 228 25 . . . work_v44vkh6bzramngvcrficy2no44 229 1 Source source NN work_v44vkh6bzramngvcrficy2no44 229 2 - - HYPH work_v44vkh6bzramngvcrficy2no44 229 3 output output NN work_v44vkh6bzramngvcrficy2no44 229 4 word word NN work_v44vkh6bzramngvcrficy2no44 229 5 alignments alignment NNS work_v44vkh6bzramngvcrficy2no44 229 6 are be VBP work_v44vkh6bzramngvcrficy2no44 229 7 instead instead RB work_v44vkh6bzramngvcrficy2no44 229 8 ob- ob- RB work_v44vkh6bzramngvcrficy2no44 229 9 tained taine VBN work_v44vkh6bzramngvcrficy2no44 229 10 from from IN work_v44vkh6bzramngvcrficy2no44 229 11 the the DT work_v44vkh6bzramngvcrficy2no44 229 12 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 229 13 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 229 14 trace trace NN work_v44vkh6bzramngvcrficy2no44 229 15 . . . work_v44vkh6bzramngvcrficy2no44 230 1 5.4 5.4 CD work_v44vkh6bzramngvcrficy2no44 230 2 Results result NNS work_v44vkh6bzramngvcrficy2no44 230 3 and and CC work_v44vkh6bzramngvcrficy2no44 230 4 discussion discussion NN work_v44vkh6bzramngvcrficy2no44 230 5 To to TO work_v44vkh6bzramngvcrficy2no44 230 6 motivate motivate VB work_v44vkh6bzramngvcrficy2no44 230 7 the the DT work_v44vkh6bzramngvcrficy2no44 230 8 choice choice NN work_v44vkh6bzramngvcrficy2no44 230 9 of of IN work_v44vkh6bzramngvcrficy2no44 230 10 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 230 11 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 230 12 setup setup NN work_v44vkh6bzramngvcrficy2no44 230 13 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 230 14 early early JJ work_v44vkh6bzramngvcrficy2no44 230 15 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 230 16 cost cost NN work_v44vkh6bzramngvcrficy2no44 230 17 and and CC work_v44vkh6bzramngvcrficy2no44 230 18 DL=8 DL=8 NNP work_v44vkh6bzramngvcrficy2no44 230 19 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 230 20 , , , work_v44vkh6bzramngvcrficy2no44 230 21 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 230 22 first first RB work_v44vkh6bzramngvcrficy2no44 230 23 compare compare VBP work_v44vkh6bzramngvcrficy2no44 230 24 the the DT work_v44vkh6bzramngvcrficy2no44 230 25 per- per- NN work_v44vkh6bzramngvcrficy2no44 230 26 formance formance NN work_v44vkh6bzramngvcrficy2no44 230 27 of of IN work_v44vkh6bzramngvcrficy2no44 230 28 standard standard JJ work_v44vkh6bzramngvcrficy2no44 230 29 and and CC work_v44vkh6bzramngvcrficy2no44 230 30 early early JJ work_v44vkh6bzramngvcrficy2no44 230 31 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 230 32 costs cost NNS work_v44vkh6bzramngvcrficy2no44 230 33 un- un- XX work_v44vkh6bzramngvcrficy2no44 230 34 der der XX work_v44vkh6bzramngvcrficy2no44 230 35 various various JJ work_v44vkh6bzramngvcrficy2no44 230 36 DL DL NNP work_v44vkh6bzramngvcrficy2no44 230 37 conditions condition NNS work_v44vkh6bzramngvcrficy2no44 230 38 . . . work_v44vkh6bzramngvcrficy2no44 231 1 ! ! . work_v44vkh6bzramngvcrficy2no44 232 1 " " `` work_v44vkh6bzramngvcrficy2no44 232 2 # # $ work_v44vkh6bzramngvcrficy2no44 232 3 $ $ $ work_v44vkh6bzramngvcrficy2no44 232 4 % % NN work_v44vkh6bzramngvcrficy2no44 232 5 ! ! . work_v44vkh6bzramngvcrficy2no44 233 1 " " `` work_v44vkh6bzramngvcrficy2no44 233 2 # # $ work_v44vkh6bzramngvcrficy2no44 233 3 & & CC work_v44vkh6bzramngvcrficy2no44 233 4 ' ' '' work_v44vkh6bzramngvcrficy2no44 233 5 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 233 6 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 233 7 % % NN work_v44vkh6bzramngvcrficy2no44 233 8 ! ! . work_v44vkh6bzramngvcrficy2no44 234 1 " " `` work_v44vkh6bzramngvcrficy2no44 234 2 # # NN work_v44vkh6bzramngvcrficy2no44 234 3 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 234 4 $ $ $ work_v44vkh6bzramngvcrficy2no44 234 5 % % NN work_v44vkh6bzramngvcrficy2no44 234 6 ! ! . work_v44vkh6bzramngvcrficy2no44 235 1 " " `` work_v44vkh6bzramngvcrficy2no44 235 2 # # NN work_v44vkh6bzramngvcrficy2no44 235 3 & & CC work_v44vkh6bzramngvcrficy2no44 235 4 % % NN work_v44vkh6bzramngvcrficy2no44 235 5 ! ! . work_v44vkh6bzramngvcrficy2no44 236 1 " " `` work_v44vkh6bzramngvcrficy2no44 236 2 # # $ work_v44vkh6bzramngvcrficy2no44 236 3 $ $ $ work_v44vkh6bzramngvcrficy2no44 236 4 % % NN work_v44vkh6bzramngvcrficy2no44 236 5 ! ! . work_v44vkh6bzramngvcrficy2no44 237 1 " " `` work_v44vkh6bzramngvcrficy2no44 237 2 # # NNP work_v44vkh6bzramngvcrficy2no44 237 3 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 237 4 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 237 5 % % NN work_v44vkh6bzramngvcrficy2no44 237 6 ! ! . work_v44vkh6bzramngvcrficy2no44 238 1 " " `` work_v44vkh6bzramngvcrficy2no44 238 2 # # NN work_v44vkh6bzramngvcrficy2no44 238 3 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 238 4 $ $ $ work_v44vkh6bzramngvcrficy2no44 238 5 % % NN work_v44vkh6bzramngvcrficy2no44 238 6 ! ! . work_v44vkh6bzramngvcrficy2no44 239 1 " " `` work_v44vkh6bzramngvcrficy2no44 239 2 # # VBG work_v44vkh6bzramngvcrficy2no44 239 3 " " '' work_v44vkh6bzramngvcrficy2no44 239 4 $ $ $ work_v44vkh6bzramngvcrficy2no44 239 5 ! ! . work_v44vkh6bzramngvcrficy2no44 239 6 % % NN work_v44vkh6bzramngvcrficy2no44 239 7 # # $ work_v44vkh6bzramngvcrficy2no44 239 8 " " `` work_v44vkh6bzramngvcrficy2no44 239 9 $ $ $ work_v44vkh6bzramngvcrficy2no44 239 10 ! ! . work_v44vkh6bzramngvcrficy2no44 240 1 ! ! NFP work_v44vkh6bzramngvcrficy2no44 240 2 # # $ work_v44vkh6bzramngvcrficy2no44 240 3 " " `` work_v44vkh6bzramngvcrficy2no44 240 4 $ $ $ work_v44vkh6bzramngvcrficy2no44 240 5 ! ! . work_v44vkh6bzramngvcrficy2no44 240 6 & & CC work_v44vkh6bzramngvcrficy2no44 240 7 # # $ work_v44vkh6bzramngvcrficy2no44 240 8 " " `` work_v44vkh6bzramngvcrficy2no44 240 9 $ $ $ work_v44vkh6bzramngvcrficy2no44 240 10 ! ! . work_v44vkh6bzramngvcrficy2no44 241 1 ' ' `` work_v44vkh6bzramngvcrficy2no44 241 2 # # $ work_v44vkh6bzramngvcrficy2no44 241 3 " " `` work_v44vkh6bzramngvcrficy2no44 241 4 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 5 & & CC work_v44vkh6bzramngvcrficy2no44 241 6 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 241 7 # # NN work_v44vkh6bzramngvcrficy2no44 241 8 " " `` work_v44vkh6bzramngvcrficy2no44 241 9 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 10 & & CC work_v44vkh6bzramngvcrficy2no44 241 11 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 241 12 # # NNP work_v44vkh6bzramngvcrficy2no44 241 13 " " `` work_v44vkh6bzramngvcrficy2no44 241 14 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 15 & & CC work_v44vkh6bzramngvcrficy2no44 241 16 * * NFP work_v44vkh6bzramngvcrficy2no44 241 17 # # NN work_v44vkh6bzramngvcrficy2no44 241 18 " " `` work_v44vkh6bzramngvcrficy2no44 241 19 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 20 & & CC work_v44vkh6bzramngvcrficy2no44 241 21 + + CD work_v44vkh6bzramngvcrficy2no44 241 22 # # NN work_v44vkh6bzramngvcrficy2no44 241 23 " " `` work_v44vkh6bzramngvcrficy2no44 241 24 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 25 , , , work_v44vkh6bzramngvcrficy2no44 241 26 + + CC work_v44vkh6bzramngvcrficy2no44 241 27 # # NN work_v44vkh6bzramngvcrficy2no44 241 28 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 241 29 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 30 , , , work_v44vkh6bzramngvcrficy2no44 241 31 + + CC work_v44vkh6bzramngvcrficy2no44 241 32 # # $ work_v44vkh6bzramngvcrficy2no44 241 33 % % NN work_v44vkh6bzramngvcrficy2no44 241 34 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 35 , , , work_v44vkh6bzramngvcrficy2no44 241 36 , , , work_v44vkh6bzramngvcrficy2no44 241 37 # # NNP work_v44vkh6bzramngvcrficy2no44 241 38 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 241 39 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 40 , , , work_v44vkh6bzramngvcrficy2no44 241 41 , , , work_v44vkh6bzramngvcrficy2no44 241 42 # # $ work_v44vkh6bzramngvcrficy2no44 241 43 % % NN work_v44vkh6bzramngvcrficy2no44 241 44 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 45 , , , work_v44vkh6bzramngvcrficy2no44 241 46 " " '' work_v44vkh6bzramngvcrficy2no44 241 47 # # NN work_v44vkh6bzramngvcrficy2no44 241 48 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 241 49 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 50 * * NFP work_v44vkh6bzramngvcrficy2no44 241 51 + + CC work_v44vkh6bzramngvcrficy2no44 241 52 , , , work_v44vkh6bzramngvcrficy2no44 241 53 % % NN work_v44vkh6bzramngvcrficy2no44 241 54 -"./% -"./% : work_v44vkh6bzramngvcrficy2no44 241 55 -./01 -./01 : work_v44vkh6bzramngvcrficy2no44 241 56 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 57 23.45./5 23.45./5 CD work_v44vkh6bzramngvcrficy2no44 241 58 $ $ $ work_v44vkh6bzramngvcrficy2no44 241 59 Figure figure NN work_v44vkh6bzramngvcrficy2no44 241 60 2 2 CD work_v44vkh6bzramngvcrficy2no44 241 61 : : : work_v44vkh6bzramngvcrficy2no44 241 62 Standard standard NN work_v44vkh6bzramngvcrficy2no44 241 63 vs vs IN work_v44vkh6bzramngvcrficy2no44 241 64 early early JJ work_v44vkh6bzramngvcrficy2no44 241 65 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 241 66 cost cost NN work_v44vkh6bzramngvcrficy2no44 241 67 results result NNS work_v44vkh6bzramngvcrficy2no44 241 68 on on IN work_v44vkh6bzramngvcrficy2no44 241 69 eval08-nw eval08-nw NNS work_v44vkh6bzramngvcrficy2no44 241 70 under under IN work_v44vkh6bzramngvcrficy2no44 241 71 different different JJ work_v44vkh6bzramngvcrficy2no44 241 72 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 241 73 limits limit NNS work_v44vkh6bzramngvcrficy2no44 241 74 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 241 75 DL DL NNP work_v44vkh6bzramngvcrficy2no44 241 76 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 241 77 , , , work_v44vkh6bzramngvcrficy2no44 241 78 using use VBG work_v44vkh6bzramngvcrficy2no44 241 79 the the DT work_v44vkh6bzramngvcrficy2no44 241 80 medium medium NN work_v44vkh6bzramngvcrficy2no44 241 81 - - HYPH work_v44vkh6bzramngvcrficy2no44 241 82 size size NN work_v44vkh6bzramngvcrficy2no44 241 83 LM LM NNP work_v44vkh6bzramngvcrficy2no44 241 84 . . . work_v44vkh6bzramngvcrficy2no44 242 1 Best good JJS work_v44vkh6bzramngvcrficy2no44 242 2 scores score NNS work_v44vkh6bzramngvcrficy2no44 242 3 are be VBP work_v44vkh6bzramngvcrficy2no44 242 4 on on IN work_v44vkh6bzramngvcrficy2no44 242 5 top top JJ work_v44vkh6bzramngvcrficy2no44 242 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 242 7 right right NN work_v44vkh6bzramngvcrficy2no44 242 8 corner corner NN work_v44vkh6bzramngvcrficy2no44 242 9 . . . work_v44vkh6bzramngvcrficy2no44 243 1 As as IN work_v44vkh6bzramngvcrficy2no44 243 2 shown show VBN work_v44vkh6bzramngvcrficy2no44 243 3 in in IN work_v44vkh6bzramngvcrficy2no44 243 4 Fig Fig NNP work_v44vkh6bzramngvcrficy2no44 243 5 . . . work_v44vkh6bzramngvcrficy2no44 244 1 2 2 LS work_v44vkh6bzramngvcrficy2no44 244 2 , , , work_v44vkh6bzramngvcrficy2no44 244 3 most most JJS work_v44vkh6bzramngvcrficy2no44 244 4 results result NNS work_v44vkh6bzramngvcrficy2no44 244 5 are be VBP work_v44vkh6bzramngvcrficy2no44 244 6 close close JJ work_v44vkh6bzramngvcrficy2no44 244 7 to to IN work_v44vkh6bzramngvcrficy2no44 244 8 each each DT work_v44vkh6bzramngvcrficy2no44 244 9 other other JJ work_v44vkh6bzramngvcrficy2no44 244 10 in in IN work_v44vkh6bzramngvcrficy2no44 244 11 terms term NNS work_v44vkh6bzramngvcrficy2no44 244 12 of of IN work_v44vkh6bzramngvcrficy2no44 244 13 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 244 14 and and CC work_v44vkh6bzramngvcrficy2no44 244 15 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 244 16 , , , work_v44vkh6bzramngvcrficy2no44 244 17 but but CC work_v44vkh6bzramngvcrficy2no44 244 18 early early RB work_v44vkh6bzramngvcrficy2no44 244 19 distor- distor- JJ work_v44vkh6bzramngvcrficy2no44 244 20 tion tion NN work_v44vkh6bzramngvcrficy2no44 244 21 consistently consistently RB work_v44vkh6bzramngvcrficy2no44 244 22 outperforms outperform VBZ work_v44vkh6bzramngvcrficy2no44 244 23 the the DT work_v44vkh6bzramngvcrficy2no44 244 24 standard standard JJ work_v44vkh6bzramngvcrficy2no44 244 25 one one CD work_v44vkh6bzramngvcrficy2no44 244 26 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 244 27 sta- sta- VB work_v44vkh6bzramngvcrficy2no44 244 28 tistically tistically RB work_v44vkh6bzramngvcrficy2no44 244 29 significant significant JJ work_v44vkh6bzramngvcrficy2no44 244 30 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 244 31 . . . work_v44vkh6bzramngvcrficy2no44 245 1 The the DT work_v44vkh6bzramngvcrficy2no44 245 2 most most RBS work_v44vkh6bzramngvcrficy2no44 245 3 striking striking JJ work_v44vkh6bzramngvcrficy2no44 245 4 difference difference NN work_v44vkh6bzramngvcrficy2no44 245 5 appears appear VBZ work_v44vkh6bzramngvcrficy2no44 245 6 at at IN work_v44vkh6bzramngvcrficy2no44 245 7 a a DT work_v44vkh6bzramngvcrficy2no44 245 8 very very RB work_v44vkh6bzramngvcrficy2no44 245 9 high high JJ work_v44vkh6bzramngvcrficy2no44 245 10 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 245 11 limit limit NN work_v44vkh6bzramngvcrficy2no44 245 12 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 245 13 18 18 CD work_v44vkh6bzramngvcrficy2no44 245 14 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 245 15 , , , work_v44vkh6bzramngvcrficy2no44 245 16 where where WRB work_v44vkh6bzramngvcrficy2no44 245 17 standard standard JJ work_v44vkh6bzramngvcrficy2no44 245 18 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 245 19 scores score NNS work_v44vkh6bzramngvcrficy2no44 245 20 drop drop VBP work_v44vkh6bzramngvcrficy2no44 245 21 by by IN work_v44vkh6bzramngvcrficy2no44 245 22 more more JJR work_v44vkh6bzramngvcrficy2no44 245 23 than than IN work_v44vkh6bzramngvcrficy2no44 245 24 1 1 CD work_v44vkh6bzramngvcrficy2no44 245 25 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 245 26 point point NN work_v44vkh6bzramngvcrficy2no44 245 27 and and CC work_v44vkh6bzramngvcrficy2no44 245 28 almost almost RB work_v44vkh6bzramngvcrficy2no44 245 29 7 7 CD work_v44vkh6bzramngvcrficy2no44 245 30 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 245 31 points point NNS work_v44vkh6bzramngvcrficy2no44 245 32 ! ! . work_v44vkh6bzramngvcrficy2no44 246 1 Early early JJ work_v44vkh6bzramngvcrficy2no44 246 2 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 246 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 246 4 much much RB work_v44vkh6bzramngvcrficy2no44 246 5 more more RBR work_v44vkh6bzramngvcrficy2no44 246 6 robust robust JJ work_v44vkh6bzramngvcrficy2no44 246 7 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 246 8 only only RB work_v44vkh6bzramngvcrficy2no44 246 9 -1 -1 . work_v44vkh6bzramngvcrficy2no44 246 10 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 246 11 when when WRB work_v44vkh6bzramngvcrficy2no44 246 12 going go VBG work_v44vkh6bzramngvcrficy2no44 246 13 from from IN work_v44vkh6bzramngvcrficy2no44 246 14 DL=8 DL=8 NNP work_v44vkh6bzramngvcrficy2no44 246 15 to to IN work_v44vkh6bzramngvcrficy2no44 246 16 DL=18 DL=18 NNP work_v44vkh6bzramngvcrficy2no44 246 17 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 246 18 , , , work_v44vkh6bzramngvcrficy2no44 246 19 which which WDT work_v44vkh6bzramngvcrficy2no44 246 20 makes make VBZ work_v44vkh6bzramngvcrficy2no44 246 21 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 246 22 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 246 23 system system NN work_v44vkh6bzramngvcrficy2no44 246 24 especially especially RB work_v44vkh6bzramngvcrficy2no44 246 25 strong strong JJ work_v44vkh6bzramngvcrficy2no44 246 26 at at IN work_v44vkh6bzramngvcrficy2no44 246 27 the the DT work_v44vkh6bzramngvcrficy2no44 246 28 level level NN work_v44vkh6bzramngvcrficy2no44 246 29 of of IN work_v44vkh6bzramngvcrficy2no44 246 30 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 246 31 . . . work_v44vkh6bzramngvcrficy2no44 247 1 Table table NN work_v44vkh6bzramngvcrficy2no44 247 2 5 5 CD work_v44vkh6bzramngvcrficy2no44 247 3 presents present VBZ work_v44vkh6bzramngvcrficy2no44 247 4 the the DT work_v44vkh6bzramngvcrficy2no44 247 5 results result NNS work_v44vkh6bzramngvcrficy2no44 247 6 obtained obtain VBN work_v44vkh6bzramngvcrficy2no44 247 7 by by IN work_v44vkh6bzramngvcrficy2no44 247 8 integrat- integrat- NNP work_v44vkh6bzramngvcrficy2no44 247 9 ing e VBG work_v44vkh6bzramngvcrficy2no44 247 10 the the DT work_v44vkh6bzramngvcrficy2no44 247 11 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 247 12 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 247 13 model model NN work_v44vkh6bzramngvcrficy2no44 247 14 as as IN work_v44vkh6bzramngvcrficy2no44 247 15 an an DT work_v44vkh6bzramngvcrficy2no44 247 16 additional additional JJ work_v44vkh6bzramngvcrficy2no44 247 17 feature feature NN work_v44vkh6bzramngvcrficy2no44 247 18 function function NN work_v44vkh6bzramngvcrficy2no44 247 19 , , , work_v44vkh6bzramngvcrficy2no44 247 20 and and CC work_v44vkh6bzramngvcrficy2no44 247 21 by by IN work_v44vkh6bzramngvcrficy2no44 247 22 applying apply VBG work_v44vkh6bzramngvcrficy2no44 247 23 early early JJ work_v44vkh6bzramngvcrficy2no44 247 24 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 247 25 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 247 26 . . . work_v44vkh6bzramngvcrficy2no44 248 1 The the DT work_v44vkh6bzramngvcrficy2no44 248 2 upper upper JJ work_v44vkh6bzramngvcrficy2no44 248 3 part part NN work_v44vkh6bzramngvcrficy2no44 248 4 of of IN work_v44vkh6bzramngvcrficy2no44 248 5 the the DT work_v44vkh6bzramngvcrficy2no44 248 6 table table NN work_v44vkh6bzramngvcrficy2no44 248 7 refers refer VBZ work_v44vkh6bzramngvcrficy2no44 248 8 to to IN work_v44vkh6bzramngvcrficy2no44 248 9 the the DT work_v44vkh6bzramngvcrficy2no44 248 10 medium medium JJ work_v44vkh6bzramngvcrficy2no44 248 11 - - HYPH work_v44vkh6bzramngvcrficy2no44 248 12 scale scale NN work_v44vkh6bzramngvcrficy2no44 248 13 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 248 14 , , , work_v44vkh6bzramngvcrficy2no44 248 15 while while IN work_v44vkh6bzramngvcrficy2no44 248 16 the the DT work_v44vkh6bzramngvcrficy2no44 248 17 lower low JJR work_v44vkh6bzramngvcrficy2no44 248 18 part part NN work_v44vkh6bzramngvcrficy2no44 248 19 refers refer VBZ work_v44vkh6bzramngvcrficy2no44 248 20 to to IN work_v44vkh6bzramngvcrficy2no44 248 21 the the DT work_v44vkh6bzramngvcrficy2no44 248 22 large large JJ work_v44vkh6bzramngvcrficy2no44 248 23 - - HYPH work_v44vkh6bzramngvcrficy2no44 248 24 scale scale NN work_v44vkh6bzramngvcrficy2no44 248 25 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 248 26 . . . work_v44vkh6bzramngvcrficy2no44 249 1 In in IN work_v44vkh6bzramngvcrficy2no44 249 2 each each DT work_v44vkh6bzramngvcrficy2no44 249 3 part part NN work_v44vkh6bzramngvcrficy2no44 249 4 , , , work_v44vkh6bzramngvcrficy2no44 249 5 statis- statis- NNP work_v44vkh6bzramngvcrficy2no44 249 6 tical tical JJ work_v44vkh6bzramngvcrficy2no44 249 7 significance significance NN work_v44vkh6bzramngvcrficy2no44 249 8 is be VBZ work_v44vkh6bzramngvcrficy2no44 249 9 computed compute VBN work_v44vkh6bzramngvcrficy2no44 249 10 against against IN work_v44vkh6bzramngvcrficy2no44 249 11 the the DT work_v44vkh6bzramngvcrficy2no44 249 12 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 249 13 [ [ -LRB- work_v44vkh6bzramngvcrficy2no44 249 14 B b NN work_v44vkh6bzramngvcrficy2no44 249 15 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 249 16 by by IN work_v44vkh6bzramngvcrficy2no44 249 17 approximate approximate JJ work_v44vkh6bzramngvcrficy2no44 249 18 randomization randomization NN work_v44vkh6bzramngvcrficy2no44 249 19 as as IN work_v44vkh6bzramngvcrficy2no44 249 20 in in IN work_v44vkh6bzramngvcrficy2no44 249 21 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 249 22 Riezler Riezler NNP work_v44vkh6bzramngvcrficy2no44 249 23 and and CC work_v44vkh6bzramngvcrficy2no44 249 24 Maxwell Maxwell NNP work_v44vkh6bzramngvcrficy2no44 249 25 , , , work_v44vkh6bzramngvcrficy2no44 249 26 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 249 27 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 249 28 . . . work_v44vkh6bzramngvcrficy2no44 250 1 Run Run NNP work_v44vkh6bzramngvcrficy2no44 250 2 times time NNS work_v44vkh6bzramngvcrficy2no44 250 3 are be VBP work_v44vkh6bzramngvcrficy2no44 250 4 obtained obtain VBN work_v44vkh6bzramngvcrficy2no44 250 5 by by IN work_v44vkh6bzramngvcrficy2no44 250 6 an an DT work_v44vkh6bzramngvcrficy2no44 250 7 Intel Intel NNP work_v44vkh6bzramngvcrficy2no44 250 8 Xeon Xeon NNP work_v44vkh6bzramngvcrficy2no44 250 9 X5650 X5650 NNP work_v44vkh6bzramngvcrficy2no44 250 10 processor processor NN work_v44vkh6bzramngvcrficy2no44 250 11 on on IN work_v44vkh6bzramngvcrficy2no44 250 12 the the DT work_v44vkh6bzramngvcrficy2no44 250 13 first first JJ work_v44vkh6bzramngvcrficy2no44 250 14 500 500 CD work_v44vkh6bzramngvcrficy2no44 250 15 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 250 16 of of IN work_v44vkh6bzramngvcrficy2no44 250 17 eval08-nw eval08-nw NNS work_v44vkh6bzramngvcrficy2no44 250 18 , , , work_v44vkh6bzramngvcrficy2no44 250 19 and and CC work_v44vkh6bzramngvcrficy2no44 250 20 exclude exclude VB work_v44vkh6bzramngvcrficy2no44 250 21 loading loading NN work_v44vkh6bzramngvcrficy2no44 250 22 time time NN work_v44vkh6bzramngvcrficy2no44 250 23 of of IN work_v44vkh6bzramngvcrficy2no44 250 24 all all DT work_v44vkh6bzramngvcrficy2no44 250 25 models model NNS work_v44vkh6bzramngvcrficy2no44 250 26 . . . work_v44vkh6bzramngvcrficy2no44 251 1 Medium medium JJ work_v44vkh6bzramngvcrficy2no44 251 2 - - HYPH work_v44vkh6bzramngvcrficy2no44 251 3 scale scale NN work_v44vkh6bzramngvcrficy2no44 251 4 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 251 5 . . . work_v44vkh6bzramngvcrficy2no44 252 1 Integrating integrate VBG work_v44vkh6bzramngvcrficy2no44 252 2 the the DT work_v44vkh6bzramngvcrficy2no44 252 3 WaW waw NN work_v44vkh6bzramngvcrficy2no44 252 4 model model NN work_v44vkh6bzramngvcrficy2no44 252 5 as as IN work_v44vkh6bzramngvcrficy2no44 252 6 an an DT work_v44vkh6bzramngvcrficy2no44 252 7 additional additional JJ work_v44vkh6bzramngvcrficy2no44 252 8 feature feature NN work_v44vkh6bzramngvcrficy2no44 252 9 function function NN work_v44vkh6bzramngvcrficy2no44 252 10 results result NNS work_v44vkh6bzramngvcrficy2no44 252 11 in in IN work_v44vkh6bzramngvcrficy2no44 252 12 small small JJ work_v44vkh6bzramngvcrficy2no44 252 13 but but CC work_v44vkh6bzramngvcrficy2no44 252 14 consistent consistent JJ work_v44vkh6bzramngvcrficy2no44 252 15 improvements improvement NNS work_v44vkh6bzramngvcrficy2no44 252 16 in in IN work_v44vkh6bzramngvcrficy2no44 252 17 all all DT work_v44vkh6bzramngvcrficy2no44 252 18 DL DL NNP work_v44vkh6bzramngvcrficy2no44 252 19 condi- condi- NNP work_v44vkh6bzramngvcrficy2no44 252 20 tions tion NNS work_v44vkh6bzramngvcrficy2no44 252 21 , , , work_v44vkh6bzramngvcrficy2no44 252 22 which which WDT work_v44vkh6bzramngvcrficy2no44 252 23 shows show VBZ work_v44vkh6bzramngvcrficy2no44 252 24 that that IN work_v44vkh6bzramngvcrficy2no44 252 25 this this DT work_v44vkh6bzramngvcrficy2no44 252 26 type type NN work_v44vkh6bzramngvcrficy2no44 252 27 of of IN work_v44vkh6bzramngvcrficy2no44 252 28 model model NN work_v44vkh6bzramngvcrficy2no44 252 29 conveys convey NNS work_v44vkh6bzramngvcrficy2no44 252 30 information information NN work_v44vkh6bzramngvcrficy2no44 252 31 that that WDT work_v44vkh6bzramngvcrficy2no44 252 32 is be VBZ work_v44vkh6bzramngvcrficy2no44 252 33 missing miss VBG work_v44vkh6bzramngvcrficy2no44 252 34 from from IN work_v44vkh6bzramngvcrficy2no44 252 35 the the DT work_v44vkh6bzramngvcrficy2no44 252 36 state state NN work_v44vkh6bzramngvcrficy2no44 252 37 - - HYPH work_v44vkh6bzramngvcrficy2no44 252 38 of of IN work_v44vkh6bzramngvcrficy2no44 252 39 - - HYPH work_v44vkh6bzramngvcrficy2no44 252 40 the the DT work_v44vkh6bzramngvcrficy2no44 252 41 - - HYPH work_v44vkh6bzramngvcrficy2no44 252 42 art art NN work_v44vkh6bzramngvcrficy2no44 252 43 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 252 44 models model NNS work_v44vkh6bzramngvcrficy2no44 252 45 . . . work_v44vkh6bzramngvcrficy2no44 253 1 As as IN work_v44vkh6bzramngvcrficy2no44 253 2 regards regard VBZ work_v44vkh6bzramngvcrficy2no44 253 3 efficiency efficiency NN work_v44vkh6bzramngvcrficy2no44 253 4 , , , work_v44vkh6bzramngvcrficy2no44 253 5 the the DT work_v44vkh6bzramngvcrficy2no44 253 6 new new JJ work_v44vkh6bzramngvcrficy2no44 253 7 model model NN work_v44vkh6bzramngvcrficy2no44 253 8 makes make VBZ work_v44vkh6bzramngvcrficy2no44 253 9 decoding decoding JJ work_v44vkh6bzramngvcrficy2no44 253 10 time time NN work_v44vkh6bzramngvcrficy2no44 253 11 increase increase VB work_v44vkh6bzramngvcrficy2no44 253 12 by by IN work_v44vkh6bzramngvcrficy2no44 253 13 8 8 CD work_v44vkh6bzramngvcrficy2no44 253 14 % % NN work_v44vkh6bzramngvcrficy2no44 253 15 . . . work_v44vkh6bzramngvcrficy2no44 254 1 Among among IN work_v44vkh6bzramngvcrficy2no44 254 2 the the DT work_v44vkh6bzramngvcrficy2no44 254 3 DL DL NNP work_v44vkh6bzramngvcrficy2no44 254 4 settings setting NNS work_v44vkh6bzramngvcrficy2no44 254 5 considered consider VBN work_v44vkh6bzramngvcrficy2no44 254 6 , , , work_v44vkh6bzramngvcrficy2no44 254 7 DL=8 DL=8 NNP work_v44vkh6bzramngvcrficy2no44 254 8 is be VBZ work_v44vkh6bzramngvcrficy2no44 254 9 con- con- NN work_v44vkh6bzramngvcrficy2no44 254 10 firmed firm VBN work_v44vkh6bzramngvcrficy2no44 254 11 as as IN work_v44vkh6bzramngvcrficy2no44 254 12 the the DT work_v44vkh6bzramngvcrficy2no44 254 13 optimal optimal JJ work_v44vkh6bzramngvcrficy2no44 254 14 one one CD work_v44vkh6bzramngvcrficy2no44 254 15 – – : work_v44vkh6bzramngvcrficy2no44 254 16 with with IN work_v44vkh6bzramngvcrficy2no44 254 17 or or CC work_v44vkh6bzramngvcrficy2no44 254 18 without without IN work_v44vkh6bzramngvcrficy2no44 254 19 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 254 20 model model NN work_v44vkh6bzramngvcrficy2no44 254 21 . . . work_v44vkh6bzramngvcrficy2no44 255 1 Raising raise VBG work_v44vkh6bzramngvcrficy2no44 255 2 the the DT work_v44vkh6bzramngvcrficy2no44 255 3 DL DL NNP work_v44vkh6bzramngvcrficy2no44 255 4 to to IN work_v44vkh6bzramngvcrficy2no44 255 5 18 18 CD work_v44vkh6bzramngvcrficy2no44 255 6 with with IN work_v44vkh6bzramngvcrficy2no44 255 7 no no DT work_v44vkh6bzramngvcrficy2no44 255 8 special special JJ work_v44vkh6bzramngvcrficy2no44 255 9 prun- prun- NN work_v44vkh6bzramngvcrficy2no44 255 10 ing ing NN work_v44vkh6bzramngvcrficy2no44 255 11 has have VBZ work_v44vkh6bzramngvcrficy2no44 255 12 a a DT work_v44vkh6bzramngvcrficy2no44 255 13 negative negative JJ work_v44vkh6bzramngvcrficy2no44 255 14 impact impact NN work_v44vkh6bzramngvcrficy2no44 255 15 on on IN work_v44vkh6bzramngvcrficy2no44 255 16 both both DT work_v44vkh6bzramngvcrficy2no44 255 17 translation translation NN work_v44vkh6bzramngvcrficy2no44 255 18 quality quality NN work_v44vkh6bzramngvcrficy2no44 255 19 and and CC work_v44vkh6bzramngvcrficy2no44 255 20 efficiency efficiency NN work_v44vkh6bzramngvcrficy2no44 255 21 . . . work_v44vkh6bzramngvcrficy2no44 256 1 The the DT work_v44vkh6bzramngvcrficy2no44 256 2 effect effect NN work_v44vkh6bzramngvcrficy2no44 256 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 256 4 especially especially RB work_v44vkh6bzramngvcrficy2no44 256 5 visible visible JJ work_v44vkh6bzramngvcrficy2no44 256 6 on on IN work_v44vkh6bzramngvcrficy2no44 256 7 the the DT work_v44vkh6bzramngvcrficy2no44 256 8 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 256 9 scores score NNS work_v44vkh6bzramngvcrficy2no44 256 10 : : : work_v44vkh6bzramngvcrficy2no44 256 11 that that RB work_v44vkh6bzramngvcrficy2no44 256 12 is is RB work_v44vkh6bzramngvcrficy2no44 256 13 , , , work_v44vkh6bzramngvcrficy2no44 256 14 from from IN work_v44vkh6bzramngvcrficy2no44 256 15 84.7 84.7 CD work_v44vkh6bzramngvcrficy2no44 256 16 to to IN work_v44vkh6bzramngvcrficy2no44 256 17 83.9 83.9 CD work_v44vkh6bzramngvcrficy2no44 256 18 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 256 19 and and CC work_v44vkh6bzramngvcrficy2no44 256 20 from from IN work_v44vkh6bzramngvcrficy2no44 256 21 86.2 86.2 CD work_v44vkh6bzramngvcrficy2no44 256 22 to to IN work_v44vkh6bzramngvcrficy2no44 256 23 85.8 85.8 CD work_v44vkh6bzramngvcrficy2no44 256 24 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 256 25 - - HYPH work_v44vkh6bzramngvcrficy2no44 256 26 V V NNP work_v44vkh6bzramngvcrficy2no44 256 27 on on IN work_v44vkh6bzramngvcrficy2no44 256 28 eval09-nw eval09-nw NNP work_v44vkh6bzramngvcrficy2no44 256 29 . . . work_v44vkh6bzramngvcrficy2no44 257 1 Run Run NNP work_v44vkh6bzramngvcrficy2no44 257 2 times time NNS work_v44vkh6bzramngvcrficy2no44 257 3 are be VBP work_v44vkh6bzramngvcrficy2no44 257 4 almost almost RB work_v44vkh6bzramngvcrficy2no44 257 5 doubled double VBN work_v44vkh6bzramngvcrficy2no44 257 6 : : : work_v44vkh6bzramngvcrficy2no44 257 7 from from IN work_v44vkh6bzramngvcrficy2no44 257 8 87 87 CD work_v44vkh6bzramngvcrficy2no44 257 9 to to IN work_v44vkh6bzramngvcrficy2no44 257 10 164 164 CD work_v44vkh6bzramngvcrficy2no44 257 11 and and CC work_v44vkh6bzramngvcrficy2no44 257 12 from from IN work_v44vkh6bzramngvcrficy2no44 257 13 94 94 CD work_v44vkh6bzramngvcrficy2no44 257 14 to to TO work_v44vkh6bzramngvcrficy2no44 257 15 178 178 CD work_v44vkh6bzramngvcrficy2no44 257 16 ms m NNS work_v44vkh6bzramngvcrficy2no44 257 17 / / SYM work_v44vkh6bzramngvcrficy2no44 257 18 word word NN work_v44vkh6bzramngvcrficy2no44 257 19 , , , work_v44vkh6bzramngvcrficy2no44 257 20 that that DT work_v44vkh6bzramngvcrficy2no44 257 21 is be VBZ work_v44vkh6bzramngvcrficy2no44 257 22 a a DT work_v44vkh6bzramngvcrficy2no44 257 23 89 89 CD work_v44vkh6bzramngvcrficy2no44 257 24 % % NN work_v44vkh6bzramngvcrficy2no44 257 25 increase increase NN work_v44vkh6bzramngvcrficy2no44 257 26 . . . work_v44vkh6bzramngvcrficy2no44 258 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 258 2 then then RB work_v44vkh6bzramngvcrficy2no44 258 3 proceed proceed VBP work_v44vkh6bzramngvcrficy2no44 258 4 to to IN work_v44vkh6bzramngvcrficy2no44 258 5 the the DT work_v44vkh6bzramngvcrficy2no44 258 6 last last JJ work_v44vkh6bzramngvcrficy2no44 258 7 experiment experiment NN work_v44vkh6bzramngvcrficy2no44 258 8 where where WRB work_v44vkh6bzramngvcrficy2no44 258 9 the the DT work_v44vkh6bzramngvcrficy2no44 258 10 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 258 11 space space NN work_v44vkh6bzramngvcrficy2no44 258 12 is be VBZ work_v44vkh6bzramngvcrficy2no44 258 13 dynamically dynamically RB work_v44vkh6bzramngvcrficy2no44 258 14 pruned prune VBN work_v44vkh6bzramngvcrficy2no44 258 15 based base VBN work_v44vkh6bzramngvcrficy2no44 258 16 on on IN work_v44vkh6bzramngvcrficy2no44 258 17 the the DT work_v44vkh6bzramngvcrficy2no44 258 18 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 258 19 model model NN work_v44vkh6bzramngvcrficy2no44 258 20 score score NN work_v44vkh6bzramngvcrficy2no44 258 21 . . . work_v44vkh6bzramngvcrficy2no44 259 1 As as IN work_v44vkh6bzramngvcrficy2no44 259 2 explained explain VBN work_v44vkh6bzramngvcrficy2no44 259 3 in in IN work_v44vkh6bzramngvcrficy2no44 259 4 Sect Sect NNP work_v44vkh6bzramngvcrficy2no44 259 5 . . . work_v44vkh6bzramngvcrficy2no44 260 1 4 4 LS work_v44vkh6bzramngvcrficy2no44 260 2 , , , work_v44vkh6bzramngvcrficy2no44 260 3 a a DT work_v44vkh6bzramngvcrficy2no44 260 4 non non JJ work_v44vkh6bzramngvcrficy2no44 260 5 - - JJ work_v44vkh6bzramngvcrficy2no44 260 6 prunable prunable JJ work_v44vkh6bzramngvcrficy2no44 260 7 - - HYPH work_v44vkh6bzramngvcrficy2no44 260 8 zone zone NN work_v44vkh6bzramngvcrficy2no44 260 9 of of IN work_v44vkh6bzramngvcrficy2no44 260 10 width width NN work_v44vkh6bzramngvcrficy2no44 260 11 $ $ $ work_v44vkh6bzramngvcrficy2no44 260 12 = = SYM work_v44vkh6bzramngvcrficy2no44 260 13 5 5 CD work_v44vkh6bzramngvcrficy2no44 260 14 is be VBZ work_v44vkh6bzramngvcrficy2no44 260 15 set set VBN work_v44vkh6bzramngvcrficy2no44 260 16 around around IN work_v44vkh6bzramngvcrficy2no44 260 17 the the DT work_v44vkh6bzramngvcrficy2no44 260 18 last last JJ work_v44vkh6bzramngvcrficy2no44 260 19 covered covered JJ work_v44vkh6bzramngvcrficy2no44 260 20 position position NN work_v44vkh6bzramngvcrficy2no44 260 21 . . . work_v44vkh6bzramngvcrficy2no44 261 1 To to TO work_v44vkh6bzramngvcrficy2no44 261 2 set set VB work_v44vkh6bzramngvcrficy2no44 261 3 the the DT work_v44vkh6bzramngvcrficy2no44 261 4 early early JJ work_v44vkh6bzramngvcrficy2no44 261 5 pruning prune VBG work_v44vkh6bzramngvcrficy2no44 261 6 pa- pa- XX work_v44vkh6bzramngvcrficy2no44 261 7 rameters rameter NNS work_v44vkh6bzramngvcrficy2no44 261 8 , , , work_v44vkh6bzramngvcrficy2no44 261 9 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 261 10 perform perform VBP work_v44vkh6bzramngvcrficy2no44 261 11 a a DT work_v44vkh6bzramngvcrficy2no44 261 12 grid grid NN work_v44vkh6bzramngvcrficy2no44 261 13 search search NN work_v44vkh6bzramngvcrficy2no44 261 14 over over IN work_v44vkh6bzramngvcrficy2no44 261 15 the the DT work_v44vkh6bzramngvcrficy2no44 261 16 values value NNS work_v44vkh6bzramngvcrficy2no44 261 17 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 261 18 1 1 CD work_v44vkh6bzramngvcrficy2no44 261 19 , , , work_v44vkh6bzramngvcrficy2no44 261 20 2 2 CD work_v44vkh6bzramngvcrficy2no44 261 21 , , , work_v44vkh6bzramngvcrficy2no44 261 22 3 3 CD work_v44vkh6bzramngvcrficy2no44 261 23 , , , work_v44vkh6bzramngvcrficy2no44 261 24 4 4 CD work_v44vkh6bzramngvcrficy2no44 261 25 , , , work_v44vkh6bzramngvcrficy2no44 261 26 5 5 CD work_v44vkh6bzramngvcrficy2no44 261 27 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 261 28 for for IN work_v44vkh6bzramngvcrficy2no44 261 29 histogram histogram NNP work_v44vkh6bzramngvcrficy2no44 261 30 and and CC work_v44vkh6bzramngvcrficy2no44 261 31 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 261 32 0.5 0.5 CD work_v44vkh6bzramngvcrficy2no44 261 33 , , , work_v44vkh6bzramngvcrficy2no44 261 34 0.25 0.25 CD work_v44vkh6bzramngvcrficy2no44 261 35 , , , work_v44vkh6bzramngvcrficy2no44 261 36 0.1 0.1 CD work_v44vkh6bzramngvcrficy2no44 261 37 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 261 38 for for IN work_v44vkh6bzramngvcrficy2no44 261 39 relative relative JJ work_v44vkh6bzramngvcrficy2no44 261 40 threshold threshold NN work_v44vkh6bzramngvcrficy2no44 261 41 , , , work_v44vkh6bzramngvcrficy2no44 261 42 and and CC work_v44vkh6bzramngvcrficy2no44 261 43 select select VB work_v44vkh6bzramngvcrficy2no44 261 44 the the DT work_v44vkh6bzramngvcrficy2no44 261 45 values value NNS work_v44vkh6bzramngvcrficy2no44 261 46 that that WDT work_v44vkh6bzramngvcrficy2no44 261 47 achieve achieve VBP work_v44vkh6bzramngvcrficy2no44 261 48 the the DT work_v44vkh6bzramngvcrficy2no44 261 49 best good JJS work_v44vkh6bzramngvcrficy2no44 261 50 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 261 51 and and CC work_v44vkh6bzramngvcrficy2no44 261 52 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 261 53 on on IN work_v44vkh6bzramngvcrficy2no44 261 54 eval08-nw eval08-nw NNP work_v44vkh6bzramngvcrficy2no44 261 55 , , , work_v44vkh6bzramngvcrficy2no44 261 56 namely namely RB work_v44vkh6bzramngvcrficy2no44 261 57 3 3 CD work_v44vkh6bzramngvcrficy2no44 261 58 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 261 59 his- his- RB work_v44vkh6bzramngvcrficy2no44 261 60 togram togram NN work_v44vkh6bzramngvcrficy2no44 261 61 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 261 62 and and CC work_v44vkh6bzramngvcrficy2no44 261 63 0.1 0.1 CD work_v44vkh6bzramngvcrficy2no44 261 64 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 261 65 threshold threshold NN work_v44vkh6bzramngvcrficy2no44 261 66 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 261 67 . . . work_v44vkh6bzramngvcrficy2no44 262 1 The the DT work_v44vkh6bzramngvcrficy2no44 262 2 resulting result VBG work_v44vkh6bzramngvcrficy2no44 262 3 configu- configu- NN work_v44vkh6bzramngvcrficy2no44 262 4 ration ration NN work_v44vkh6bzramngvcrficy2no44 262 5 is be VBZ work_v44vkh6bzramngvcrficy2no44 262 6 then then RB work_v44vkh6bzramngvcrficy2no44 262 7 re re VBG work_v44vkh6bzramngvcrficy2no44 262 8 - - VBN work_v44vkh6bzramngvcrficy2no44 262 9 optimized optimize VBN work_v44vkh6bzramngvcrficy2no44 262 10 by by IN work_v44vkh6bzramngvcrficy2no44 262 11 MERT MERT NNP work_v44vkh6bzramngvcrficy2no44 262 12 on on IN work_v44vkh6bzramngvcrficy2no44 262 13 dev06-nw dev06-nw NNP work_v44vkh6bzramngvcrficy2no44 262 14 . . . work_v44vkh6bzramngvcrficy2no44 263 1 This this DT work_v44vkh6bzramngvcrficy2no44 263 2 setting setting NN work_v44vkh6bzramngvcrficy2no44 263 3 implies imply VBZ work_v44vkh6bzramngvcrficy2no44 263 4 that that IN work_v44vkh6bzramngvcrficy2no44 263 5 , , , work_v44vkh6bzramngvcrficy2no44 263 6 at at IN work_v44vkh6bzramngvcrficy2no44 263 7 a a DT work_v44vkh6bzramngvcrficy2no44 263 8 given give VBN work_v44vkh6bzramngvcrficy2no44 263 9 point point NN work_v44vkh6bzramngvcrficy2no44 263 10 of of IN work_v44vkh6bzramngvcrficy2no44 263 11 decod- decod- RB work_v44vkh6bzramngvcrficy2no44 263 12 ing ing NNP work_v44vkh6bzramngvcrficy2no44 263 13 where where WRB work_v44vkh6bzramngvcrficy2no44 263 14 i i PRP work_v44vkh6bzramngvcrficy2no44 263 15 is be VBZ work_v44vkh6bzramngvcrficy2no44 263 16 the the DT work_v44vkh6bzramngvcrficy2no44 263 17 last last JJ work_v44vkh6bzramngvcrficy2no44 263 18 covered covered JJ work_v44vkh6bzramngvcrficy2no44 263 19 position position NN work_v44vkh6bzramngvcrficy2no44 263 20 , , , work_v44vkh6bzramngvcrficy2no44 263 21 a a DT work_v44vkh6bzramngvcrficy2no44 263 22 new new JJ work_v44vkh6bzramngvcrficy2no44 263 23 word word NN work_v44vkh6bzramngvcrficy2no44 263 24 can can MD work_v44vkh6bzramngvcrficy2no44 263 25 be be VB work_v44vkh6bzramngvcrficy2no44 263 26 translated translate VBN work_v44vkh6bzramngvcrficy2no44 263 27 only only RB work_v44vkh6bzramngvcrficy2no44 263 28 if if IN work_v44vkh6bzramngvcrficy2no44 263 29 : : : work_v44vkh6bzramngvcrficy2no44 263 30 • • VB work_v44vkh6bzramngvcrficy2no44 263 31 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 263 32 lies lie VBZ work_v44vkh6bzramngvcrficy2no44 263 33 within within IN work_v44vkh6bzramngvcrficy2no44 263 34 a a DT work_v44vkh6bzramngvcrficy2no44 263 35 DL DL NNP work_v44vkh6bzramngvcrficy2no44 263 36 of of IN work_v44vkh6bzramngvcrficy2no44 263 37 5 5 CD work_v44vkh6bzramngvcrficy2no44 263 38 from from IN work_v44vkh6bzramngvcrficy2no44 263 39 i i PRP work_v44vkh6bzramngvcrficy2no44 263 40 , , , work_v44vkh6bzramngvcrficy2no44 263 41 or or CC work_v44vkh6bzramngvcrficy2no44 263 42 • • VB work_v44vkh6bzramngvcrficy2no44 263 43 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 263 44 lies lie VBZ work_v44vkh6bzramngvcrficy2no44 263 45 within within IN work_v44vkh6bzramngvcrficy2no44 263 46 a a DT work_v44vkh6bzramngvcrficy2no44 263 47 DL DL NNP work_v44vkh6bzramngvcrficy2no44 263 48 of of IN work_v44vkh6bzramngvcrficy2no44 263 49 18 18 CD work_v44vkh6bzramngvcrficy2no44 263 50 from from IN work_v44vkh6bzramngvcrficy2no44 263 51 i i PRP work_v44vkh6bzramngvcrficy2no44 263 52 and and CC work_v44vkh6bzramngvcrficy2no44 263 53 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 263 54 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 263 55 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 263 56 score score NN work_v44vkh6bzramngvcrficy2no44 263 57 is be VBZ work_v44vkh6bzramngvcrficy2no44 263 58 among among IN work_v44vkh6bzramngvcrficy2no44 263 59 the the DT work_v44vkh6bzramngvcrficy2no44 263 60 top top JJ work_v44vkh6bzramngvcrficy2no44 263 61 3 3 CD work_v44vkh6bzramngvcrficy2no44 263 62 and and CC work_v44vkh6bzramngvcrficy2no44 263 63 at at IN work_v44vkh6bzramngvcrficy2no44 263 64 least least JJS work_v44vkh6bzramngvcrficy2no44 263 65 equal equal JJ work_v44vkh6bzramngvcrficy2no44 263 66 to to IN work_v44vkh6bzramngvcrficy2no44 263 67 1/10 1/10 CD work_v44vkh6bzramngvcrficy2no44 263 68 of of IN work_v44vkh6bzramngvcrficy2no44 263 69 the the DT work_v44vkh6bzramngvcrficy2no44 263 70 best good JJS work_v44vkh6bzramngvcrficy2no44 263 71 score score NN work_v44vkh6bzramngvcrficy2no44 263 72 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 263 73 in in IN work_v44vkh6bzramngvcrficy2no44 263 74 linear linear JJ work_v44vkh6bzramngvcrficy2no44 263 75 space space NN work_v44vkh6bzramngvcrficy2no44 263 76 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 263 77 . . . work_v44vkh6bzramngvcrficy2no44 264 1 As as IN work_v44vkh6bzramngvcrficy2no44 264 2 shown show VBN work_v44vkh6bzramngvcrficy2no44 264 3 in in IN work_v44vkh6bzramngvcrficy2no44 264 4 Table table NN work_v44vkh6bzramngvcrficy2no44 264 5 5 5 CD work_v44vkh6bzramngvcrficy2no44 264 6 , , , work_v44vkh6bzramngvcrficy2no44 264 7 early early JJ work_v44vkh6bzramngvcrficy2no44 264 8 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 264 9 achieves achieve VBZ work_v44vkh6bzramngvcrficy2no44 264 10 the the DT work_v44vkh6bzramngvcrficy2no44 264 11 best good JJS work_v44vkh6bzramngvcrficy2no44 264 12 results result NNS work_v44vkh6bzramngvcrficy2no44 264 13 overall overall RB work_v44vkh6bzramngvcrficy2no44 264 14 : : : work_v44vkh6bzramngvcrficy2no44 264 15 despite despite IN work_v44vkh6bzramngvcrficy2no44 264 16 the the DT work_v44vkh6bzramngvcrficy2no44 264 17 high high JJ work_v44vkh6bzramngvcrficy2no44 264 18 DL DL NNP work_v44vkh6bzramngvcrficy2no44 264 19 , , , work_v44vkh6bzramngvcrficy2no44 264 20 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 264 21 report report VBP work_v44vkh6bzramngvcrficy2no44 264 22 335 335 CD work_v44vkh6bzramngvcrficy2no44 264 23 DL DL NNP work_v44vkh6bzramngvcrficy2no44 264 24 Reo.models Reo.models NNPS work_v44vkh6bzramngvcrficy2no44 264 25 eval08-nw eval08-nw NNP work_v44vkh6bzramngvcrficy2no44 264 26 eval09-nw eval09-nw : work_v44vkh6bzramngvcrficy2no44 264 27 vs-09 vs-09 NNP work_v44vkh6bzramngvcrficy2no44 264 28 ms/ ms/ NNP work_v44vkh6bzramngvcrficy2no44 264 29 bleu bleu NNP work_v44vkh6bzramngvcrficy2no44 264 30 met meet VBD work_v44vkh6bzramngvcrficy2no44 264 31 krs krs NNP work_v44vkh6bzramngvcrficy2no44 264 32 krs krs NNP work_v44vkh6bzramngvcrficy2no44 264 33 - - HYPH work_v44vkh6bzramngvcrficy2no44 264 34 V V NNP work_v44vkh6bzramngvcrficy2no44 264 35 bleu bleu NN work_v44vkh6bzramngvcrficy2no44 264 36 met meet VBD work_v44vkh6bzramngvcrficy2no44 264 37 krs krs NNP work_v44vkh6bzramngvcrficy2no44 264 38 krs krs NNP work_v44vkh6bzramngvcrficy2no44 264 39 - - HYPH work_v44vkh6bzramngvcrficy2no44 264 40 V V NNP work_v44vkh6bzramngvcrficy2no44 264 41 krs krs JJ work_v44vkh6bzramngvcrficy2no44 264 42 - - HYPH work_v44vkh6bzramngvcrficy2no44 264 43 V v NN work_v44vkh6bzramngvcrficy2no44 264 44 word word NN work_v44vkh6bzramngvcrficy2no44 264 45 Using use VBG work_v44vkh6bzramngvcrficy2no44 264 46 the the DT work_v44vkh6bzramngvcrficy2no44 264 47 medium medium NN work_v44vkh6bzramngvcrficy2no44 264 48 - - HYPH work_v44vkh6bzramngvcrficy2no44 264 49 size size NN work_v44vkh6bzramngvcrficy2no44 264 50 LM LM NNP work_v44vkh6bzramngvcrficy2no44 264 51 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 264 52 147 147 CD work_v44vkh6bzramngvcrficy2no44 264 53 M M NNP work_v44vkh6bzramngvcrficy2no44 264 54 English English NNP work_v44vkh6bzramngvcrficy2no44 264 55 tokens token NNS work_v44vkh6bzramngvcrficy2no44 264 56 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 264 57 : : : work_v44vkh6bzramngvcrficy2no44 264 58 5 5 CD work_v44vkh6bzramngvcrficy2no44 264 59 hier.lexreo hier.lexreo NNS work_v44vkh6bzramngvcrficy2no44 264 60 , , , work_v44vkh6bzramngvcrficy2no44 264 61 early early RB work_v44vkh6bzramngvcrficy2no44 264 62 disto disto NN work_v44vkh6bzramngvcrficy2no44 264 63 44.7 44.7 CD work_v44vkh6bzramngvcrficy2no44 264 64 35.1 35.1 CD work_v44vkh6bzramngvcrficy2no44 264 65 ! ! . work_v44vkh6bzramngvcrficy2no44 265 1 83.0 83.0 CD work_v44vkh6bzramngvcrficy2no44 265 2 ! ! . work_v44vkh6bzramngvcrficy2no44 266 1 84.7 84.7 CD work_v44vkh6bzramngvcrficy2no44 266 2 ! ! . work_v44vkh6bzramngvcrficy2no44 267 1 50.3 50.3 CD work_v44vkh6bzramngvcrficy2no44 267 2 " " `` work_v44vkh6bzramngvcrficy2no44 267 3 38.1 38.1 CD work_v44vkh6bzramngvcrficy2no44 267 4 84.6 84.6 CD work_v44vkh6bzramngvcrficy2no44 267 5 85.9 85.9 CD work_v44vkh6bzramngvcrficy2no44 267 6 84.7 84.7 CD work_v44vkh6bzramngvcrficy2no44 267 7 59 59 CD work_v44vkh6bzramngvcrficy2no44 267 8 + + SYM work_v44vkh6bzramngvcrficy2no44 267 9 WaW waw NN work_v44vkh6bzramngvcrficy2no44 267 10 model model NN work_v44vkh6bzramngvcrficy2no44 267 11 44.8 44.8 CD work_v44vkh6bzramngvcrficy2no44 267 12 35.1 35.1 CD work_v44vkh6bzramngvcrficy2no44 267 13 83.7 83.7 CD work_v44vkh6bzramngvcrficy2no44 267 14 85.4 85.4 CD work_v44vkh6bzramngvcrficy2no44 267 15 51.0 51.0 CD work_v44vkh6bzramngvcrficy2no44 267 16 # # $ work_v44vkh6bzramngvcrficy2no44 267 17 38.3 38.3 CD work_v44vkh6bzramngvcrficy2no44 267 18 # # $ work_v44vkh6bzramngvcrficy2no44 267 19 85.1 85.1 CD work_v44vkh6bzramngvcrficy2no44 267 20 # # $ work_v44vkh6bzramngvcrficy2no44 267 21 86.6 86.6 CD work_v44vkh6bzramngvcrficy2no44 267 22 $ $ $ work_v44vkh6bzramngvcrficy2no44 267 23 85.5 85.5 CD work_v44vkh6bzramngvcrficy2no44 267 24 # # $ work_v44vkh6bzramngvcrficy2no44 267 25 64 64 CD work_v44vkh6bzramngvcrficy2no44 267 26 8 8 CD work_v44vkh6bzramngvcrficy2no44 267 27 hier.lexreo hier.lexreo NNS work_v44vkh6bzramngvcrficy2no44 267 28 , , , work_v44vkh6bzramngvcrficy2no44 267 29 early early JJ work_v44vkh6bzramngvcrficy2no44 267 30 disto[B disto[b CD work_v44vkh6bzramngvcrficy2no44 267 31 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 267 32 44.8 44.8 CD work_v44vkh6bzramngvcrficy2no44 267 33 35.2 35.2 CD work_v44vkh6bzramngvcrficy2no44 267 34 83.4 83.4 CD work_v44vkh6bzramngvcrficy2no44 267 35 85.6 85.6 CD work_v44vkh6bzramngvcrficy2no44 267 36 50.6 50.6 CD work_v44vkh6bzramngvcrficy2no44 267 37 38.1 38.1 CD work_v44vkh6bzramngvcrficy2no44 267 38 84.7 84.7 CD work_v44vkh6bzramngvcrficy2no44 267 39 86.2 86.2 CD work_v44vkh6bzramngvcrficy2no44 267 40 84.8 84.8 CD work_v44vkh6bzramngvcrficy2no44 267 41 87 87 CD work_v44vkh6bzramngvcrficy2no44 267 42 + + CC work_v44vkh6bzramngvcrficy2no44 267 43 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 267 44 model model NN work_v44vkh6bzramngvcrficy2no44 267 45 45.0 45.0 CD work_v44vkh6bzramngvcrficy2no44 267 46 35.2 35.2 CD work_v44vkh6bzramngvcrficy2no44 267 47 83.7 83.7 CD work_v44vkh6bzramngvcrficy2no44 267 48 $ $ $ work_v44vkh6bzramngvcrficy2no44 267 49 85.9 85.9 CD work_v44vkh6bzramngvcrficy2no44 267 50 51.1 51.1 CD work_v44vkh6bzramngvcrficy2no44 267 51 # # $ work_v44vkh6bzramngvcrficy2no44 267 52 38.3 38.3 CD work_v44vkh6bzramngvcrficy2no44 267 53 # # $ work_v44vkh6bzramngvcrficy2no44 267 54 85.1 85.1 CD work_v44vkh6bzramngvcrficy2no44 267 55 # # $ work_v44vkh6bzramngvcrficy2no44 267 56 86.8 86.8 CD work_v44vkh6bzramngvcrficy2no44 267 57 # # $ work_v44vkh6bzramngvcrficy2no44 267 58 85.8 85.8 CD work_v44vkh6bzramngvcrficy2no44 267 59 # # $ work_v44vkh6bzramngvcrficy2no44 267 60 94 94 CD work_v44vkh6bzramngvcrficy2no44 267 61 18 18 CD work_v44vkh6bzramngvcrficy2no44 267 62 hier.lexreo hier.lexreo NNS work_v44vkh6bzramngvcrficy2no44 267 63 , , , work_v44vkh6bzramngvcrficy2no44 267 64 early early RB work_v44vkh6bzramngvcrficy2no44 267 65 disto disto NN work_v44vkh6bzramngvcrficy2no44 267 66 44.7 44.7 CD work_v44vkh6bzramngvcrficy2no44 267 67 34.9 34.9 CD work_v44vkh6bzramngvcrficy2no44 267 68 ! ! . work_v44vkh6bzramngvcrficy2no44 268 1 82.4 82.4 CD work_v44vkh6bzramngvcrficy2no44 268 2 ! ! . work_v44vkh6bzramngvcrficy2no44 269 1 84.9 84.9 CD work_v44vkh6bzramngvcrficy2no44 269 2 ! ! . work_v44vkh6bzramngvcrficy2no44 270 1 50.3 50.3 CD work_v44vkh6bzramngvcrficy2no44 270 2 38.0 38.0 CD work_v44vkh6bzramngvcrficy2no44 270 3 " " `` work_v44vkh6bzramngvcrficy2no44 270 4 83.9 83.9 CD work_v44vkh6bzramngvcrficy2no44 270 5 ! ! . work_v44vkh6bzramngvcrficy2no44 271 1 85.8 85.8 CD work_v44vkh6bzramngvcrficy2no44 271 2 " " `` work_v44vkh6bzramngvcrficy2no44 271 3 84.3 84.3 CD work_v44vkh6bzramngvcrficy2no44 271 4 " " `` work_v44vkh6bzramngvcrficy2no44 271 5 164 164 CD work_v44vkh6bzramngvcrficy2no44 271 6 + + SYM work_v44vkh6bzramngvcrficy2no44 271 7 WaW waw NN work_v44vkh6bzramngvcrficy2no44 271 8 model model NN work_v44vkh6bzramngvcrficy2no44 271 9 44.8 44.8 CD work_v44vkh6bzramngvcrficy2no44 271 10 35.2 35.2 CD work_v44vkh6bzramngvcrficy2no44 271 11 82.7 82.7 CD work_v44vkh6bzramngvcrficy2no44 271 12 ! ! . work_v44vkh6bzramngvcrficy2no44 272 1 85.5 85.5 CD work_v44vkh6bzramngvcrficy2no44 272 2 51.0 51.0 CD work_v44vkh6bzramngvcrficy2no44 272 3 $ $ $ work_v44vkh6bzramngvcrficy2no44 272 4 38.3 38.3 CD work_v44vkh6bzramngvcrficy2no44 272 5 # # $ work_v44vkh6bzramngvcrficy2no44 272 6 84.2 84.2 CD work_v44vkh6bzramngvcrficy2no44 272 7 " " `` work_v44vkh6bzramngvcrficy2no44 272 8 86.2 86.2 CD work_v44vkh6bzramngvcrficy2no44 272 9 85.2 85.2 CD work_v44vkh6bzramngvcrficy2no44 272 10 178 178 CD work_v44vkh6bzramngvcrficy2no44 272 11 + + CC work_v44vkh6bzramngvcrficy2no44 272 12 early early JJ work_v44vkh6bzramngvcrficy2no44 272 13 reo.pruning($=5 reo.pruning($=5 NN work_v44vkh6bzramngvcrficy2no44 272 14 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 272 15 45.0 45.0 CD work_v44vkh6bzramngvcrficy2no44 272 16 35.3 35.3 CD work_v44vkh6bzramngvcrficy2no44 272 17 83.7 83.7 CD work_v44vkh6bzramngvcrficy2no44 272 18 $ $ $ work_v44vkh6bzramngvcrficy2no44 272 19 86.3 86.3 CD work_v44vkh6bzramngvcrficy2no44 272 20 # # $ work_v44vkh6bzramngvcrficy2no44 272 21 50.9 50.9 CD work_v44vkh6bzramngvcrficy2no44 272 22 38.3 38.3 CD work_v44vkh6bzramngvcrficy2no44 272 23 # # $ work_v44vkh6bzramngvcrficy2no44 272 24 84.9 84.9 CD work_v44vkh6bzramngvcrficy2no44 272 25 87.0 87.0 CD work_v44vkh6bzramngvcrficy2no44 272 26 # # $ work_v44vkh6bzramngvcrficy2no44 272 27 86.2 86.2 CD work_v44vkh6bzramngvcrficy2no44 272 28 # # $ work_v44vkh6bzramngvcrficy2no44 272 29 68 68 CD work_v44vkh6bzramngvcrficy2no44 272 30 Using use VBG work_v44vkh6bzramngvcrficy2no44 272 31 the the DT work_v44vkh6bzramngvcrficy2no44 272 32 large large JJ work_v44vkh6bzramngvcrficy2no44 272 33 interpolated interpolate VBN work_v44vkh6bzramngvcrficy2no44 272 34 LM LM NNP work_v44vkh6bzramngvcrficy2no44 272 35 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 272 36 2130 2130 CD work_v44vkh6bzramngvcrficy2no44 272 37 M M NNP work_v44vkh6bzramngvcrficy2no44 272 38 English English NNP work_v44vkh6bzramngvcrficy2no44 272 39 tokens token NNS work_v44vkh6bzramngvcrficy2no44 272 40 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 272 41 and and CC work_v44vkh6bzramngvcrficy2no44 272 42 double double JJ work_v44vkh6bzramngvcrficy2no44 272 43 beam beam NN work_v44vkh6bzramngvcrficy2no44 272 44 - - HYPH work_v44vkh6bzramngvcrficy2no44 272 45 size size NN work_v44vkh6bzramngvcrficy2no44 272 46 : : : work_v44vkh6bzramngvcrficy2no44 272 47 8 8 CD work_v44vkh6bzramngvcrficy2no44 272 48 hier.lexreo hier.lexreo NNS work_v44vkh6bzramngvcrficy2no44 272 49 , , , work_v44vkh6bzramngvcrficy2no44 272 50 early early JJ work_v44vkh6bzramngvcrficy2no44 272 51 disto[B disto[b CD work_v44vkh6bzramngvcrficy2no44 272 52 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 272 53 46.3 46.3 CD work_v44vkh6bzramngvcrficy2no44 272 54 35.0 35.0 CD work_v44vkh6bzramngvcrficy2no44 272 55 83.2 83.2 CD work_v44vkh6bzramngvcrficy2no44 272 56 85.0 85.0 CD work_v44vkh6bzramngvcrficy2no44 272 57 51.6 51.6 CD work_v44vkh6bzramngvcrficy2no44 272 58 38.3 38.3 CD work_v44vkh6bzramngvcrficy2no44 272 59 84.5 84.5 CD work_v44vkh6bzramngvcrficy2no44 272 60 85.8 85.8 CD work_v44vkh6bzramngvcrficy2no44 272 61 84.5 84.5 CD work_v44vkh6bzramngvcrficy2no44 272 62 2579 2579 CD work_v44vkh6bzramngvcrficy2no44 272 63 18 18 CD work_v44vkh6bzramngvcrficy2no44 272 64 hier.lexreo hier.lexreo NNS work_v44vkh6bzramngvcrficy2no44 272 65 , , , work_v44vkh6bzramngvcrficy2no44 272 66 early early RB work_v44vkh6bzramngvcrficy2no44 272 67 disto disto NN work_v44vkh6bzramngvcrficy2no44 272 68 45.9 45.9 CD work_v44vkh6bzramngvcrficy2no44 272 69 " " `` work_v44vkh6bzramngvcrficy2no44 272 70 34.9 34.9 CD work_v44vkh6bzramngvcrficy2no44 272 71 ! ! . work_v44vkh6bzramngvcrficy2no44 273 1 81.7 81.7 CD work_v44vkh6bzramngvcrficy2no44 273 2 ! ! . work_v44vkh6bzramngvcrficy2no44 274 1 84.1 84.1 CD work_v44vkh6bzramngvcrficy2no44 274 2 ! ! . work_v44vkh6bzramngvcrficy2no44 275 1 51.4 51.4 CD work_v44vkh6bzramngvcrficy2no44 275 2 38.1 38.1 CD work_v44vkh6bzramngvcrficy2no44 275 3 ! ! . work_v44vkh6bzramngvcrficy2no44 276 1 83.0 83.0 CD work_v44vkh6bzramngvcrficy2no44 276 2 ! ! . work_v44vkh6bzramngvcrficy2no44 277 1 84.6 84.6 CD work_v44vkh6bzramngvcrficy2no44 277 2 ! ! . work_v44vkh6bzramngvcrficy2no44 278 1 83.1 83.1 CD work_v44vkh6bzramngvcrficy2no44 278 2 ! ! . work_v44vkh6bzramngvcrficy2no44 279 1 5462 5462 CD work_v44vkh6bzramngvcrficy2no44 279 2 + + SYM work_v44vkh6bzramngvcrficy2no44 279 3 WaW+reo.pruning($=5 WaW+reo.pruning($=5 NNP work_v44vkh6bzramngvcrficy2no44 279 4 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 279 5 46.3 46.3 CD work_v44vkh6bzramngvcrficy2no44 279 6 35.2 35.2 CD work_v44vkh6bzramngvcrficy2no44 279 7 83.4 83.4 CD work_v44vkh6bzramngvcrficy2no44 279 8 85.7 85.7 CD work_v44vkh6bzramngvcrficy2no44 279 9 # # $ work_v44vkh6bzramngvcrficy2no44 279 10 52.8 52.8 CD work_v44vkh6bzramngvcrficy2no44 279 11 # # $ work_v44vkh6bzramngvcrficy2no44 279 12 38.6 38.6 CD work_v44vkh6bzramngvcrficy2no44 279 13 # # $ work_v44vkh6bzramngvcrficy2no44 279 14 84.6 84.6 CD work_v44vkh6bzramngvcrficy2no44 279 15 86.6 86.6 CD work_v44vkh6bzramngvcrficy2no44 279 16 # # $ work_v44vkh6bzramngvcrficy2no44 279 17 85.5 85.5 CD work_v44vkh6bzramngvcrficy2no44 279 18 # # $ work_v44vkh6bzramngvcrficy2no44 279 19 1588 1588 CD work_v44vkh6bzramngvcrficy2no44 279 20 Table table NN work_v44vkh6bzramngvcrficy2no44 279 21 5 5 CD work_v44vkh6bzramngvcrficy2no44 279 22 : : : work_v44vkh6bzramngvcrficy2no44 279 23 Effects effect NNS work_v44vkh6bzramngvcrficy2no44 279 24 of of IN work_v44vkh6bzramngvcrficy2no44 279 25 WaW waw NN work_v44vkh6bzramngvcrficy2no44 279 26 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 279 27 modeling modeling NN work_v44vkh6bzramngvcrficy2no44 279 28 and and CC work_v44vkh6bzramngvcrficy2no44 279 29 early early JJ work_v44vkh6bzramngvcrficy2no44 279 30 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 279 31 pruning prune VBG work_v44vkh6bzramngvcrficy2no44 279 32 on on IN work_v44vkh6bzramngvcrficy2no44 279 33 translation translation NN work_v44vkh6bzramngvcrficy2no44 279 34 quality quality NN work_v44vkh6bzramngvcrficy2no44 279 35 , , , work_v44vkh6bzramngvcrficy2no44 279 36 measured measure VBN work_v44vkh6bzramngvcrficy2no44 279 37 with with IN work_v44vkh6bzramngvcrficy2no44 279 38 % % NN work_v44vkh6bzramngvcrficy2no44 279 39 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 279 40 , , , work_v44vkh6bzramngvcrficy2no44 279 41 METEOR METEOR NNP work_v44vkh6bzramngvcrficy2no44 279 42 , , , work_v44vkh6bzramngvcrficy2no44 279 43 and and CC work_v44vkh6bzramngvcrficy2no44 279 44 Kendall Kendall NNP work_v44vkh6bzramngvcrficy2no44 279 45 Reordering Reordering NNP work_v44vkh6bzramngvcrficy2no44 279 46 Score Score NNP work_v44vkh6bzramngvcrficy2no44 279 47 : : : work_v44vkh6bzramngvcrficy2no44 279 48 regular regular JJ work_v44vkh6bzramngvcrficy2no44 279 49 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 279 50 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 279 51 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 279 52 and and CC work_v44vkh6bzramngvcrficy2no44 279 53 verb verb NN work_v44vkh6bzramngvcrficy2no44 279 54 - - HYPH work_v44vkh6bzramngvcrficy2no44 279 55 specific specific JJ work_v44vkh6bzramngvcrficy2no44 279 56 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 279 57 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 279 58 - - HYPH work_v44vkh6bzramngvcrficy2no44 279 59 V V NNP work_v44vkh6bzramngvcrficy2no44 279 60 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 279 61 . . . work_v44vkh6bzramngvcrficy2no44 280 1 Statistically statistically RB work_v44vkh6bzramngvcrficy2no44 280 2 significant significant JJ work_v44vkh6bzramngvcrficy2no44 280 3 differences difference NNS work_v44vkh6bzramngvcrficy2no44 280 4 with with IN work_v44vkh6bzramngvcrficy2no44 280 5 respect respect NN work_v44vkh6bzramngvcrficy2no44 280 6 to to IN work_v44vkh6bzramngvcrficy2no44 280 7 the the DT work_v44vkh6bzramngvcrficy2no44 280 8 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 280 9 [ [ -LRB- work_v44vkh6bzramngvcrficy2no44 280 10 B b NN work_v44vkh6bzramngvcrficy2no44 280 11 ] ] -RRB- work_v44vkh6bzramngvcrficy2no44 280 12 are be VBP work_v44vkh6bzramngvcrficy2no44 280 13 marked mark VBN work_v44vkh6bzramngvcrficy2no44 280 14 with with IN work_v44vkh6bzramngvcrficy2no44 280 15 # # $ work_v44vkh6bzramngvcrficy2no44 280 16 ! ! . work_v44vkh6bzramngvcrficy2no44 281 1 at at IN work_v44vkh6bzramngvcrficy2no44 281 2 the the DT work_v44vkh6bzramngvcrficy2no44 281 3 p p NN work_v44vkh6bzramngvcrficy2no44 281 4 " " `` work_v44vkh6bzramngvcrficy2no44 281 5 .05 .05 CD work_v44vkh6bzramngvcrficy2no44 281 6 level level NN work_v44vkh6bzramngvcrficy2no44 281 7 and and CC work_v44vkh6bzramngvcrficy2no44 281 8 $ $ $ work_v44vkh6bzramngvcrficy2no44 281 9 " " '' work_v44vkh6bzramngvcrficy2no44 281 10 at at IN work_v44vkh6bzramngvcrficy2no44 281 11 the the DT work_v44vkh6bzramngvcrficy2no44 281 12 p p NN work_v44vkh6bzramngvcrficy2no44 281 13 " " `` work_v44vkh6bzramngvcrficy2no44 281 14 .10 .10 CD work_v44vkh6bzramngvcrficy2no44 281 15 level level NN work_v44vkh6bzramngvcrficy2no44 281 16 . . . work_v44vkh6bzramngvcrficy2no44 282 1 Decoding decode VBG work_v44vkh6bzramngvcrficy2no44 282 2 time time NN work_v44vkh6bzramngvcrficy2no44 282 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 282 4 measured measure VBN work_v44vkh6bzramngvcrficy2no44 282 5 in in IN work_v44vkh6bzramngvcrficy2no44 282 6 milliseconds millisecond NNS work_v44vkh6bzramngvcrficy2no44 282 7 per per IN work_v44vkh6bzramngvcrficy2no44 282 8 input input NN work_v44vkh6bzramngvcrficy2no44 282 9 word word NN work_v44vkh6bzramngvcrficy2no44 282 10 . . . work_v44vkh6bzramngvcrficy2no44 283 1 no no DT work_v44vkh6bzramngvcrficy2no44 283 2 loss loss NN work_v44vkh6bzramngvcrficy2no44 283 3 in in IN work_v44vkh6bzramngvcrficy2no44 283 4 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 283 5 , , , work_v44vkh6bzramngvcrficy2no44 283 6 METEOR METEOR NNP work_v44vkh6bzramngvcrficy2no44 283 7 and and CC work_v44vkh6bzramngvcrficy2no44 283 8 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 283 9 , , , work_v44vkh6bzramngvcrficy2no44 283 10 but but CC work_v44vkh6bzramngvcrficy2no44 283 11 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 283 12 actually actually RB work_v44vkh6bzramngvcrficy2no44 283 13 see see VBP work_v44vkh6bzramngvcrficy2no44 283 14 several several JJ work_v44vkh6bzramngvcrficy2no44 283 15 improvements improvement NNS work_v44vkh6bzramngvcrficy2no44 283 16 . . . work_v44vkh6bzramngvcrficy2no44 284 1 In in IN work_v44vkh6bzramngvcrficy2no44 284 2 particular particular JJ work_v44vkh6bzramngvcrficy2no44 284 3 , , , work_v44vkh6bzramngvcrficy2no44 284 4 the the DT work_v44vkh6bzramngvcrficy2no44 284 5 gains gain NNS work_v44vkh6bzramngvcrficy2no44 284 6 on on IN work_v44vkh6bzramngvcrficy2no44 284 7 the the DT work_v44vkh6bzramngvcrficy2no44 284 8 blind blind JJ work_v44vkh6bzramngvcrficy2no44 284 9 test test NN work_v44vkh6bzramngvcrficy2no44 284 10 eval09-nw eval09-nw NNP work_v44vkh6bzramngvcrficy2no44 284 11 are be VBP work_v44vkh6bzramngvcrficy2no44 284 12 +0.3 +0.3 NNP work_v44vkh6bzramngvcrficy2no44 284 13 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 284 14 , , , work_v44vkh6bzramngvcrficy2no44 284 15 +0.2 +0.2 NNP work_v44vkh6bzramngvcrficy2no44 284 16 ME- ME- NNP work_v44vkh6bzramngvcrficy2no44 284 17 TEOR TEOR NNP work_v44vkh6bzramngvcrficy2no44 284 18 and and CC work_v44vkh6bzramngvcrficy2no44 284 19 +0.2 +0.2 NNP work_v44vkh6bzramngvcrficy2no44 284 20 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 284 21 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 284 22 only only RB work_v44vkh6bzramngvcrficy2no44 284 23 METEOR METEOR NNP work_v44vkh6bzramngvcrficy2no44 284 24 is be VBZ work_v44vkh6bzramngvcrficy2no44 284 25 significant significant JJ work_v44vkh6bzramngvcrficy2no44 284 26 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 284 27 . . . work_v44vkh6bzramngvcrficy2no44 285 1 While while IN work_v44vkh6bzramngvcrficy2no44 285 2 these these DT work_v44vkh6bzramngvcrficy2no44 285 3 gains gain NNS work_v44vkh6bzramngvcrficy2no44 285 4 are be VBP work_v44vkh6bzramngvcrficy2no44 285 5 admittedly admittedly RB work_v44vkh6bzramngvcrficy2no44 285 6 small small JJ work_v44vkh6bzramngvcrficy2no44 285 7 , , , work_v44vkh6bzramngvcrficy2no44 285 8 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 285 9 recall recall VBP work_v44vkh6bzramngvcrficy2no44 285 10 that that IN work_v44vkh6bzramngvcrficy2no44 285 11 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 285 12 techniques technique NNS work_v44vkh6bzramngvcrficy2no44 285 13 affect affect VBP work_v44vkh6bzramngvcrficy2no44 285 14 rare rare JJ work_v44vkh6bzramngvcrficy2no44 285 15 and and CC work_v44vkh6bzramngvcrficy2no44 285 16 isolated isolated JJ work_v44vkh6bzramngvcrficy2no44 285 17 events event NNS work_v44vkh6bzramngvcrficy2no44 285 18 which which WDT work_v44vkh6bzramngvcrficy2no44 285 19 can can MD work_v44vkh6bzramngvcrficy2no44 285 20 hardly hardly RB work_v44vkh6bzramngvcrficy2no44 285 21 emerge emerge VB work_v44vkh6bzramngvcrficy2no44 285 22 from from IN work_v44vkh6bzramngvcrficy2no44 285 23 the the DT work_v44vkh6bzramngvcrficy2no44 285 24 general general JJ work_v44vkh6bzramngvcrficy2no44 285 25 - - HYPH work_v44vkh6bzramngvcrficy2no44 285 26 purpose purpose NN work_v44vkh6bzramngvcrficy2no44 285 27 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 285 28 metrics metric NNS work_v44vkh6bzramngvcrficy2no44 285 29 . . . work_v44vkh6bzramngvcrficy2no44 286 1 Moreover moreover RB work_v44vkh6bzramngvcrficy2no44 286 2 , , , work_v44vkh6bzramngvcrficy2no44 286 3 to to IN work_v44vkh6bzramngvcrficy2no44 286 4 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 286 5 knowledge knowledge NN work_v44vkh6bzramngvcrficy2no44 286 6 , , , work_v44vkh6bzramngvcrficy2no44 286 7 this this DT work_v44vkh6bzramngvcrficy2no44 286 8 is be VBZ work_v44vkh6bzramngvcrficy2no44 286 9 the the DT work_v44vkh6bzramngvcrficy2no44 286 10 first first JJ work_v44vkh6bzramngvcrficy2no44 286 11 time time NN work_v44vkh6bzramngvcrficy2no44 286 12 that that IN work_v44vkh6bzramngvcrficy2no44 286 13 a a DT work_v44vkh6bzramngvcrficy2no44 286 14 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 286 15 system system NN work_v44vkh6bzramngvcrficy2no44 286 16 is be VBZ work_v44vkh6bzramngvcrficy2no44 286 17 shown show VBN work_v44vkh6bzramngvcrficy2no44 286 18 to to TO work_v44vkh6bzramngvcrficy2no44 286 19 maintain maintain VB work_v44vkh6bzramngvcrficy2no44 286 20 a a DT work_v44vkh6bzramngvcrficy2no44 286 21 good good JJ work_v44vkh6bzramngvcrficy2no44 286 22 performance performance NN work_v44vkh6bzramngvcrficy2no44 286 23 on on IN work_v44vkh6bzramngvcrficy2no44 286 24 this this DT work_v44vkh6bzramngvcrficy2no44 286 25 language language NN work_v44vkh6bzramngvcrficy2no44 286 26 pair pair NN work_v44vkh6bzramngvcrficy2no44 286 27 while while IN work_v44vkh6bzramngvcrficy2no44 286 28 admitting admit VBG work_v44vkh6bzramngvcrficy2no44 286 29 very very RB work_v44vkh6bzramngvcrficy2no44 286 30 long long JJ work_v44vkh6bzramngvcrficy2no44 286 31 - - HYPH work_v44vkh6bzramngvcrficy2no44 286 32 range range NN work_v44vkh6bzramngvcrficy2no44 286 33 reorderings reordering NNS work_v44vkh6bzramngvcrficy2no44 286 34 . . . work_v44vkh6bzramngvcrficy2no44 287 1 Finally finally RB work_v44vkh6bzramngvcrficy2no44 287 2 and and CC work_v44vkh6bzramngvcrficy2no44 287 3 more more RBR work_v44vkh6bzramngvcrficy2no44 287 4 importantly importantly RB work_v44vkh6bzramngvcrficy2no44 287 5 , , , work_v44vkh6bzramngvcrficy2no44 287 6 the the DT work_v44vkh6bzramngvcrficy2no44 287 7 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 287 8 of of IN work_v44vkh6bzramngvcrficy2no44 287 9 verbs verbs NNP work_v44vkh6bzramngvcrficy2no44 287 10 improves improve VBZ work_v44vkh6bzramngvcrficy2no44 287 11 significantly significantly RB work_v44vkh6bzramngvcrficy2no44 287 12 on on IN work_v44vkh6bzramngvcrficy2no44 287 13 both both DT work_v44vkh6bzramngvcrficy2no44 287 14 generic generic JJ work_v44vkh6bzramngvcrficy2no44 287 15 tests test NNS work_v44vkh6bzramngvcrficy2no44 287 16 and and CC work_v44vkh6bzramngvcrficy2no44 287 17 on on IN work_v44vkh6bzramngvcrficy2no44 287 18 the the DT work_v44vkh6bzramngvcrficy2no44 287 19 VS- vs- JJ work_v44vkh6bzramngvcrficy2no44 287 20 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 287 21 subset subset NN work_v44vkh6bzramngvcrficy2no44 287 22 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 287 23 vs-09 vs-09 NNP work_v44vkh6bzramngvcrficy2no44 287 24 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 287 25 : : : work_v44vkh6bzramngvcrficy2no44 287 26 namely namely RB work_v44vkh6bzramngvcrficy2no44 287 27 , , , work_v44vkh6bzramngvcrficy2no44 287 28 in in IN work_v44vkh6bzramngvcrficy2no44 287 29 the the DT work_v44vkh6bzramngvcrficy2no44 287 30 latter latter JJ work_v44vkh6bzramngvcrficy2no44 287 31 , , , work_v44vkh6bzramngvcrficy2no44 287 32 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 287 33 achieve achieve VBP work_v44vkh6bzramngvcrficy2no44 287 34 a a DT work_v44vkh6bzramngvcrficy2no44 287 35 notable notable JJ work_v44vkh6bzramngvcrficy2no44 287 36 gain gain NN work_v44vkh6bzramngvcrficy2no44 287 37 of of IN work_v44vkh6bzramngvcrficy2no44 287 38 1.4 1.4 CD work_v44vkh6bzramngvcrficy2no44 287 39 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 287 40 - - HYPH work_v44vkh6bzramngvcrficy2no44 287 41 V. V. NNP work_v44vkh6bzramngvcrficy2no44 288 1 Efficiency efficiency NN work_v44vkh6bzramngvcrficy2no44 288 2 is be VBZ work_v44vkh6bzramngvcrficy2no44 288 3 also also RB work_v44vkh6bzramngvcrficy2no44 288 4 largely largely RB work_v44vkh6bzramngvcrficy2no44 288 5 improved improve VBN work_v44vkh6bzramngvcrficy2no44 288 6 by by IN work_v44vkh6bzramngvcrficy2no44 288 7 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 288 8 early early JJ work_v44vkh6bzramngvcrficy2no44 288 9 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 288 10 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 288 11 technique technique NN work_v44vkh6bzramngvcrficy2no44 288 12 : : : work_v44vkh6bzramngvcrficy2no44 288 13 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 288 14 time time NN work_v44vkh6bzramngvcrficy2no44 288 15 is be VBZ work_v44vkh6bzramngvcrficy2no44 288 16 re- re- RB work_v44vkh6bzramngvcrficy2no44 288 17 duced duce VBN work_v44vkh6bzramngvcrficy2no44 288 18 to to IN work_v44vkh6bzramngvcrficy2no44 288 19 68 68 CD work_v44vkh6bzramngvcrficy2no44 288 20 ms m NNS work_v44vkh6bzramngvcrficy2no44 288 21 / / SYM work_v44vkh6bzramngvcrficy2no44 288 22 word word NN work_v44vkh6bzramngvcrficy2no44 288 23 , , , work_v44vkh6bzramngvcrficy2no44 288 24 corresponding correspond VBG work_v44vkh6bzramngvcrficy2no44 288 25 to to IN work_v44vkh6bzramngvcrficy2no44 288 26 a a DT work_v44vkh6bzramngvcrficy2no44 288 27 22 22 CD work_v44vkh6bzramngvcrficy2no44 288 28 % % NN work_v44vkh6bzramngvcrficy2no44 288 29 speed speed NN work_v44vkh6bzramngvcrficy2no44 288 30 - - HYPH work_v44vkh6bzramngvcrficy2no44 288 31 up up NN work_v44vkh6bzramngvcrficy2no44 288 32 over over IN work_v44vkh6bzramngvcrficy2no44 288 33 the the DT work_v44vkh6bzramngvcrficy2no44 288 34 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 288 35 . . . work_v44vkh6bzramngvcrficy2no44 289 1 Large large JJ work_v44vkh6bzramngvcrficy2no44 289 2 - - HYPH work_v44vkh6bzramngvcrficy2no44 289 3 scale scale NN work_v44vkh6bzramngvcrficy2no44 289 4 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 289 5 . . . work_v44vkh6bzramngvcrficy2no44 290 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 290 2 also also RB work_v44vkh6bzramngvcrficy2no44 290 3 investigate investigate VBP work_v44vkh6bzramngvcrficy2no44 290 4 whether whether IN work_v44vkh6bzramngvcrficy2no44 290 5 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 290 6 methods method NNS work_v44vkh6bzramngvcrficy2no44 290 7 can can MD work_v44vkh6bzramngvcrficy2no44 290 8 be be VB work_v44vkh6bzramngvcrficy2no44 290 9 useful useful JJ work_v44vkh6bzramngvcrficy2no44 290 10 in in IN work_v44vkh6bzramngvcrficy2no44 290 11 a a DT work_v44vkh6bzramngvcrficy2no44 290 12 scenario scenario NN work_v44vkh6bzramngvcrficy2no44 290 13 where where WRB work_v44vkh6bzramngvcrficy2no44 290 14 efficiency efficiency NN work_v44vkh6bzramngvcrficy2no44 290 15 is be VBZ work_v44vkh6bzramngvcrficy2no44 290 16 less less RBR work_v44vkh6bzramngvcrficy2no44 290 17 important important JJ work_v44vkh6bzramngvcrficy2no44 290 18 and and CC work_v44vkh6bzramngvcrficy2no44 290 19 more more JJR work_v44vkh6bzramngvcrficy2no44 290 20 data datum NNS work_v44vkh6bzramngvcrficy2no44 290 21 is be VBZ work_v44vkh6bzramngvcrficy2no44 290 22 available available JJ work_v44vkh6bzramngvcrficy2no44 290 23 for for IN work_v44vkh6bzramngvcrficy2no44 290 24 training training NN work_v44vkh6bzramngvcrficy2no44 290 25 . . . work_v44vkh6bzramngvcrficy2no44 291 1 To to IN work_v44vkh6bzramngvcrficy2no44 291 2 this this DT work_v44vkh6bzramngvcrficy2no44 291 3 end end NN work_v44vkh6bzramngvcrficy2no44 291 4 , , , work_v44vkh6bzramngvcrficy2no44 291 5 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 291 6 build build VBP work_v44vkh6bzramngvcrficy2no44 291 7 a a DT work_v44vkh6bzramngvcrficy2no44 291 8 very very RB work_v44vkh6bzramngvcrficy2no44 291 9 large large JJ work_v44vkh6bzramngvcrficy2no44 291 10 LM LM NNP work_v44vkh6bzramngvcrficy2no44 291 11 by by IN work_v44vkh6bzramngvcrficy2no44 291 12 interpolating interpolate VBG work_v44vkh6bzramngvcrficy2no44 291 13 the the DT work_v44vkh6bzramngvcrficy2no44 291 14 main main JJ work_v44vkh6bzramngvcrficy2no44 291 15 LM LM NNP work_v44vkh6bzramngvcrficy2no44 291 16 with with IN work_v44vkh6bzramngvcrficy2no44 291 17 three three CD work_v44vkh6bzramngvcrficy2no44 291 18 other other JJ work_v44vkh6bzramngvcrficy2no44 291 19 LMs lm NNS work_v44vkh6bzramngvcrficy2no44 291 20 trained train VBN work_v44vkh6bzramngvcrficy2no44 291 21 on on IN work_v44vkh6bzramngvcrficy2no44 291 22 different different JJ work_v44vkh6bzramngvcrficy2no44 291 23 Gigaword Gigaword NNP work_v44vkh6bzramngvcrficy2no44 291 24 sec- sec- NN work_v44vkh6bzramngvcrficy2no44 291 25 tions tion NNS work_v44vkh6bzramngvcrficy2no44 291 26 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 291 27 see see VB work_v44vkh6bzramngvcrficy2no44 291 28 Sect Sect NNP work_v44vkh6bzramngvcrficy2no44 291 29 . . . work_v44vkh6bzramngvcrficy2no44 292 1 5 5 LS work_v44vkh6bzramngvcrficy2no44 292 2 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 292 3 . . . work_v44vkh6bzramngvcrficy2no44 293 1 Moreover moreover RB work_v44vkh6bzramngvcrficy2no44 293 2 , , , work_v44vkh6bzramngvcrficy2no44 293 3 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 293 4 relax relax VBP work_v44vkh6bzramngvcrficy2no44 293 5 the the DT work_v44vkh6bzramngvcrficy2no44 293 6 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 293 7 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 293 8 beam beam NN work_v44vkh6bzramngvcrficy2no44 293 9 size size NN work_v44vkh6bzramngvcrficy2no44 293 10 from from IN work_v44vkh6bzramngvcrficy2no44 293 11 the the DT work_v44vkh6bzramngvcrficy2no44 293 12 default default NN work_v44vkh6bzramngvcrficy2no44 293 13 value value NN work_v44vkh6bzramngvcrficy2no44 293 14 of of IN work_v44vkh6bzramngvcrficy2no44 293 15 200 200 CD work_v44vkh6bzramngvcrficy2no44 293 16 to to TO work_v44vkh6bzramngvcrficy2no44 293 17 400 400 CD work_v44vkh6bzramngvcrficy2no44 293 18 hy- hy- JJ work_v44vkh6bzramngvcrficy2no44 293 19 potheses pothese NNS work_v44vkh6bzramngvcrficy2no44 293 20 , , , work_v44vkh6bzramngvcrficy2no44 293 21 to to TO work_v44vkh6bzramngvcrficy2no44 293 22 reduce reduce VB work_v44vkh6bzramngvcrficy2no44 293 23 the the DT work_v44vkh6bzramngvcrficy2no44 293 24 risk risk NN work_v44vkh6bzramngvcrficy2no44 293 25 of of IN work_v44vkh6bzramngvcrficy2no44 293 26 search search NN work_v44vkh6bzramngvcrficy2no44 293 27 errors error NNS work_v44vkh6bzramngvcrficy2no44 293 28 and and CC work_v44vkh6bzramngvcrficy2no44 293 29 ob- ob- NN work_v44vkh6bzramngvcrficy2no44 293 30 tain tain NN work_v44vkh6bzramngvcrficy2no44 293 31 the the DT work_v44vkh6bzramngvcrficy2no44 293 32 best good JJS work_v44vkh6bzramngvcrficy2no44 293 33 possible possible JJ work_v44vkh6bzramngvcrficy2no44 293 34 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 293 35 performance performance NN work_v44vkh6bzramngvcrficy2no44 293 36 . . . work_v44vkh6bzramngvcrficy2no44 294 1 By by IN work_v44vkh6bzramngvcrficy2no44 294 2 comparing compare VBG work_v44vkh6bzramngvcrficy2no44 294 3 the the DT work_v44vkh6bzramngvcrficy2no44 294 4 large large JJ work_v44vkh6bzramngvcrficy2no44 294 5 - - HYPH work_v44vkh6bzramngvcrficy2no44 294 6 scale scale NN work_v44vkh6bzramngvcrficy2no44 294 7 with with IN work_v44vkh6bzramngvcrficy2no44 294 8 the the DT work_v44vkh6bzramngvcrficy2no44 294 9 medium- medium- NN work_v44vkh6bzramngvcrficy2no44 294 10 scale scale NN work_v44vkh6bzramngvcrficy2no44 294 11 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 294 12 in in IN work_v44vkh6bzramngvcrficy2no44 294 13 Table Table NNP work_v44vkh6bzramngvcrficy2no44 294 14 5 5 CD work_v44vkh6bzramngvcrficy2no44 294 15 , , , work_v44vkh6bzramngvcrficy2no44 294 16 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 294 17 note note VBP work_v44vkh6bzramngvcrficy2no44 294 18 that that IN work_v44vkh6bzramngvcrficy2no44 294 19 the the DT work_v44vkh6bzramngvcrficy2no44 294 20 addition addition NN work_v44vkh6bzramngvcrficy2no44 294 21 of of IN work_v44vkh6bzramngvcrficy2no44 294 22 LM LM NNP work_v44vkh6bzramngvcrficy2no44 294 23 data datum NNS work_v44vkh6bzramngvcrficy2no44 294 24 is be VBZ work_v44vkh6bzramngvcrficy2no44 294 25 especially especially RB work_v44vkh6bzramngvcrficy2no44 294 26 beneficial beneficial JJ work_v44vkh6bzramngvcrficy2no44 294 27 for for IN work_v44vkh6bzramngvcrficy2no44 294 28 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 294 29 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 294 30 +1.5 +1.5 NNP work_v44vkh6bzramngvcrficy2no44 294 31 on on IN work_v44vkh6bzramngvcrficy2no44 294 32 eval08-nw eval08-nw NNP work_v44vkh6bzramngvcrficy2no44 294 33 and and CC work_v44vkh6bzramngvcrficy2no44 294 34 +1.0 +1.0 ADD work_v44vkh6bzramngvcrficy2no44 294 35 on on IN work_v44vkh6bzramngvcrficy2no44 294 36 eval09-nw eval09-nw NNP work_v44vkh6bzramngvcrficy2no44 294 37 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 294 38 , , , work_v44vkh6bzramngvcrficy2no44 294 39 but but CC work_v44vkh6bzramngvcrficy2no44 294 40 not not RB work_v44vkh6bzramngvcrficy2no44 294 41 as as RB work_v44vkh6bzramngvcrficy2no44 294 42 much much JJ work_v44vkh6bzramngvcrficy2no44 294 43 for for IN work_v44vkh6bzramngvcrficy2no44 294 44 the the DT work_v44vkh6bzramngvcrficy2no44 294 45 other other JJ work_v44vkh6bzramngvcrficy2no44 294 46 metrics metric NNS work_v44vkh6bzramngvcrficy2no44 294 47 , , , work_v44vkh6bzramngvcrficy2no44 294 48 which which WDT work_v44vkh6bzramngvcrficy2no44 294 49 challenges challenge VBZ work_v44vkh6bzramngvcrficy2no44 294 50 the the DT work_v44vkh6bzramngvcrficy2no44 294 51 commonly commonly RB work_v44vkh6bzramngvcrficy2no44 294 52 held hold VBN work_v44vkh6bzramngvcrficy2no44 294 53 idea idea NN work_v44vkh6bzramngvcrficy2no44 294 54 that that IN work_v44vkh6bzramngvcrficy2no44 294 55 more more JJR work_v44vkh6bzramngvcrficy2no44 294 56 data datum NNS work_v44vkh6bzramngvcrficy2no44 294 57 always always RB work_v44vkh6bzramngvcrficy2no44 294 58 improves improve VBZ work_v44vkh6bzramngvcrficy2no44 294 59 translation translation NN work_v44vkh6bzramngvcrficy2no44 294 60 quality quality NN work_v44vkh6bzramngvcrficy2no44 294 61 . . . work_v44vkh6bzramngvcrficy2no44 295 1 Here here RB work_v44vkh6bzramngvcrficy2no44 295 2 too too RB work_v44vkh6bzramngvcrficy2no44 295 3 , , , work_v44vkh6bzramngvcrficy2no44 295 4 relaxing relax VBG work_v44vkh6bzramngvcrficy2no44 295 5 the the DT work_v44vkh6bzramngvcrficy2no44 295 6 DL DL NNP work_v44vkh6bzramngvcrficy2no44 295 7 without without IN work_v44vkh6bzramngvcrficy2no44 295 8 special special JJ work_v44vkh6bzramngvcrficy2no44 295 9 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 295 10 hurts hurt NNS work_v44vkh6bzramngvcrficy2no44 295 11 not not RB work_v44vkh6bzramngvcrficy2no44 295 12 only only RB work_v44vkh6bzramngvcrficy2no44 295 13 efficiency efficiency NN work_v44vkh6bzramngvcrficy2no44 295 14 but but CC work_v44vkh6bzramngvcrficy2no44 295 15 also also RB work_v44vkh6bzramngvcrficy2no44 295 16 translation translation NN work_v44vkh6bzramngvcrficy2no44 295 17 qual- qual- NNP work_v44vkh6bzramngvcrficy2no44 295 18 ity ity NN work_v44vkh6bzramngvcrficy2no44 295 19 : : : work_v44vkh6bzramngvcrficy2no44 295 20 all all PDT work_v44vkh6bzramngvcrficy2no44 295 21 the the DT work_v44vkh6bzramngvcrficy2no44 295 22 scores score NNS work_v44vkh6bzramngvcrficy2no44 295 23 decrease decrease VBP work_v44vkh6bzramngvcrficy2no44 295 24 considerably considerably RB work_v44vkh6bzramngvcrficy2no44 295 25 , , , work_v44vkh6bzramngvcrficy2no44 295 26 showing show VBG work_v44vkh6bzramngvcrficy2no44 295 27 that that IN work_v44vkh6bzramngvcrficy2no44 295 28 even even RB work_v44vkh6bzramngvcrficy2no44 295 29 the the DT work_v44vkh6bzramngvcrficy2no44 295 30 stronger strong JJR work_v44vkh6bzramngvcrficy2no44 295 31 LM LM NNP work_v44vkh6bzramngvcrficy2no44 295 32 is be VBZ work_v44vkh6bzramngvcrficy2no44 295 33 not not RB work_v44vkh6bzramngvcrficy2no44 295 34 sufficient sufficient JJ work_v44vkh6bzramngvcrficy2no44 295 35 to to TO work_v44vkh6bzramngvcrficy2no44 295 36 guide guide VB work_v44vkh6bzramngvcrficy2no44 295 37 search search VB work_v44vkh6bzramngvcrficy2no44 295 38 through through IN work_v44vkh6bzramngvcrficy2no44 295 39 a a DT work_v44vkh6bzramngvcrficy2no44 295 40 very very RB work_v44vkh6bzramngvcrficy2no44 295 41 large large JJ work_v44vkh6bzramngvcrficy2no44 295 42 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 295 43 search search NN work_v44vkh6bzramngvcrficy2no44 295 44 space space NN work_v44vkh6bzramngvcrficy2no44 295 45 . . . work_v44vkh6bzramngvcrficy2no44 296 1 As as IN work_v44vkh6bzramngvcrficy2no44 296 2 for for IN work_v44vkh6bzramngvcrficy2no44 296 3 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 296 4 enhanced enhanced JJ work_v44vkh6bzramngvcrficy2no44 296 5 system system NN work_v44vkh6bzramngvcrficy2no44 296 6 , , , work_v44vkh6bzramngvcrficy2no44 296 7 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 296 8 achieves achieve VBZ work_v44vkh6bzramngvcrficy2no44 296 9 simi- simi- NN work_v44vkh6bzramngvcrficy2no44 296 10 lar lar NN work_v44vkh6bzramngvcrficy2no44 296 11 gains gain NNS work_v44vkh6bzramngvcrficy2no44 296 12 as as IN work_v44vkh6bzramngvcrficy2no44 296 13 in in IN work_v44vkh6bzramngvcrficy2no44 296 14 the the DT work_v44vkh6bzramngvcrficy2no44 296 15 medium medium JJ work_v44vkh6bzramngvcrficy2no44 296 16 - - HYPH work_v44vkh6bzramngvcrficy2no44 296 17 scale scale NN work_v44vkh6bzramngvcrficy2no44 296 18 scenario scenario NN work_v44vkh6bzramngvcrficy2no44 296 19 : : : work_v44vkh6bzramngvcrficy2no44 296 20 that that RB work_v44vkh6bzramngvcrficy2no44 296 21 is be VBZ work_v44vkh6bzramngvcrficy2no44 296 22 , , , work_v44vkh6bzramngvcrficy2no44 296 23 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 296 24 and and CC work_v44vkh6bzramngvcrficy2no44 296 25 METEOR METEOR NNP work_v44vkh6bzramngvcrficy2no44 296 26 are be VBP work_v44vkh6bzramngvcrficy2no44 296 27 preserved preserve VBN work_v44vkh6bzramngvcrficy2no44 296 28 or or CC work_v44vkh6bzramngvcrficy2no44 296 29 slightly slightly RB work_v44vkh6bzramngvcrficy2no44 296 30 im- im- VBZ work_v44vkh6bzramngvcrficy2no44 296 31 proved prove VBN work_v44vkh6bzramngvcrficy2no44 296 32 despite despite IN work_v44vkh6bzramngvcrficy2no44 296 33 the the DT work_v44vkh6bzramngvcrficy2no44 296 34 very very RB work_v44vkh6bzramngvcrficy2no44 296 35 high high JJ work_v44vkh6bzramngvcrficy2no44 296 36 DL DL NNP work_v44vkh6bzramngvcrficy2no44 296 37 , , , work_v44vkh6bzramngvcrficy2no44 296 38 while while IN work_v44vkh6bzramngvcrficy2no44 296 39 all all PDT work_v44vkh6bzramngvcrficy2no44 296 40 the the DT work_v44vkh6bzramngvcrficy2no44 296 41 re- re- JJ work_v44vkh6bzramngvcrficy2no44 296 42 ordering ordering NN work_v44vkh6bzramngvcrficy2no44 296 43 scores score NNS work_v44vkh6bzramngvcrficy2no44 296 44 increase increase VB work_v44vkh6bzramngvcrficy2no44 296 45 . . . work_v44vkh6bzramngvcrficy2no44 297 1 In in IN work_v44vkh6bzramngvcrficy2no44 297 2 particular particular JJ work_v44vkh6bzramngvcrficy2no44 297 3 , , , work_v44vkh6bzramngvcrficy2no44 297 4 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 297 5 report report VBP work_v44vkh6bzramngvcrficy2no44 297 6 sta- sta- VBP work_v44vkh6bzramngvcrficy2no44 297 7 tistically tistically RB work_v44vkh6bzramngvcrficy2no44 297 8 significant significant JJ work_v44vkh6bzramngvcrficy2no44 297 9 improvements improvement NNS work_v44vkh6bzramngvcrficy2no44 297 10 in in IN work_v44vkh6bzramngvcrficy2no44 297 11 the the DT work_v44vkh6bzramngvcrficy2no44 297 12 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 297 13 of of IN work_v44vkh6bzramngvcrficy2no44 297 14 verbs verb NNS work_v44vkh6bzramngvcrficy2no44 297 15 , , , work_v44vkh6bzramngvcrficy2no44 297 16 which which WDT work_v44vkh6bzramngvcrficy2no44 297 17 is be VBZ work_v44vkh6bzramngvcrficy2no44 297 18 where where WRB work_v44vkh6bzramngvcrficy2no44 297 19 the the DT work_v44vkh6bzramngvcrficy2no44 297 20 impact impact NN work_v44vkh6bzramngvcrficy2no44 297 21 of of IN work_v44vkh6bzramngvcrficy2no44 297 22 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 297 23 method method NN work_v44vkh6bzramngvcrficy2no44 297 24 is be VBZ work_v44vkh6bzramngvcrficy2no44 297 25 expected expect VBN work_v44vkh6bzramngvcrficy2no44 297 26 to to TO work_v44vkh6bzramngvcrficy2no44 297 27 concentrate concentrate VB work_v44vkh6bzramngvcrficy2no44 297 28 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 297 29 +0.7 +0.7 NNP work_v44vkh6bzramngvcrficy2no44 297 30 , , , work_v44vkh6bzramngvcrficy2no44 297 31 +0.8 +0.8 NNP work_v44vkh6bzramngvcrficy2no44 297 32 and and CC work_v44vkh6bzramngvcrficy2no44 297 33 +1.0 +1.0 NNP work_v44vkh6bzramngvcrficy2no44 297 34 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 297 35 - - HYPH work_v44vkh6bzramngvcrficy2no44 297 36 V V NNP work_v44vkh6bzramngvcrficy2no44 297 37 on on IN work_v44vkh6bzramngvcrficy2no44 297 38 eval08-nw eval08-nw NNP work_v44vkh6bzramngvcrficy2no44 297 39 , , , work_v44vkh6bzramngvcrficy2no44 297 40 eval09-nw eval09-nw NNP work_v44vkh6bzramngvcrficy2no44 297 41 and and CC work_v44vkh6bzramngvcrficy2no44 297 42 vs-09 vs-09 NNP work_v44vkh6bzramngvcrficy2no44 297 43 , , , work_v44vkh6bzramngvcrficy2no44 297 44 respectively respectively RB work_v44vkh6bzramngvcrficy2no44 297 45 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 297 46 . . . work_v44vkh6bzramngvcrficy2no44 298 1 These these DT work_v44vkh6bzramngvcrficy2no44 298 2 results result NNS work_v44vkh6bzramngvcrficy2no44 298 3 confirm confirm VBP work_v44vkh6bzramngvcrficy2no44 298 4 the the DT work_v44vkh6bzramngvcrficy2no44 298 5 usefulness usefulness NN work_v44vkh6bzramngvcrficy2no44 298 6 of of IN work_v44vkh6bzramngvcrficy2no44 298 7 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 298 8 method method NN work_v44vkh6bzramngvcrficy2no44 298 9 not not RB work_v44vkh6bzramngvcrficy2no44 298 10 only only RB work_v44vkh6bzramngvcrficy2no44 298 11 as as IN work_v44vkh6bzramngvcrficy2no44 298 12 an an DT work_v44vkh6bzramngvcrficy2no44 298 13 optimization optimization NN work_v44vkh6bzramngvcrficy2no44 298 14 technique technique NN work_v44vkh6bzramngvcrficy2no44 298 15 , , , work_v44vkh6bzramngvcrficy2no44 298 16 but but CC work_v44vkh6bzramngvcrficy2no44 298 17 also also RB work_v44vkh6bzramngvcrficy2no44 298 18 as as IN work_v44vkh6bzramngvcrficy2no44 298 19 a a DT work_v44vkh6bzramngvcrficy2no44 298 20 way way NN work_v44vkh6bzramngvcrficy2no44 298 21 to to TO work_v44vkh6bzramngvcrficy2no44 298 22 improve improve VB work_v44vkh6bzramngvcrficy2no44 298 23 translation translation NN work_v44vkh6bzramngvcrficy2no44 298 24 quality quality NN work_v44vkh6bzramngvcrficy2no44 298 25 on on IN work_v44vkh6bzramngvcrficy2no44 298 26 top top NN work_v44vkh6bzramngvcrficy2no44 298 27 of of IN work_v44vkh6bzramngvcrficy2no44 298 28 a a DT work_v44vkh6bzramngvcrficy2no44 298 29 very very RB work_v44vkh6bzramngvcrficy2no44 298 30 strong strong JJ work_v44vkh6bzramngvcrficy2no44 298 31 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 298 32 . . . work_v44vkh6bzramngvcrficy2no44 299 1 336 336 CD work_v44vkh6bzramngvcrficy2no44 299 2 SRC SRC NNP work_v44vkh6bzramngvcrficy2no44 299 3 ! ! . work_v44vkh6bzramngvcrficy2no44 300 1 ! ! . work_v44vkh6bzramngvcrficy2no44 301 1 ! ! . work_v44vkh6bzramngvcrficy2no44 302 1 " " `` work_v44vkh6bzramngvcrficy2no44 302 2 # # $ work_v44vkh6bzramngvcrficy2no44 302 3 $ $ $ work_v44vkh6bzramngvcrficy2no44 302 4 ! ! . work_v44vkh6bzramngvcrficy2no44 302 5 % % NNP work_v44vkh6bzramngvcrficy2no44 302 6 & & CC work_v44vkh6bzramngvcrficy2no44 302 7 ' ' '' work_v44vkh6bzramngvcrficy2no44 302 8 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 302 9 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 302 10 * * NFP work_v44vkh6bzramngvcrficy2no44 302 11 + + SYM work_v44vkh6bzramngvcrficy2no44 302 12 , , , work_v44vkh6bzramngvcrficy2no44 302 13 - - : work_v44vkh6bzramngvcrficy2no44 302 14 . . . work_v44vkh6bzramngvcrficy2no44 303 1 /0$% /0$% NNP work_v44vkh6bzramngvcrficy2no44 303 2 & & CC work_v44vkh6bzramngvcrficy2no44 303 3 ' ' NNP work_v44vkh6bzramngvcrficy2no44 303 4 & & CC work_v44vkh6bzramngvcrficy2no44 303 5 -1 -1 . work_v44vkh6bzramngvcrficy2no44 303 6 ! ! . work_v44vkh6bzramngvcrficy2no44 304 1 2 2 CD work_v44vkh6bzramngvcrficy2no44 304 2 +1 +1 SYM work_v44vkh6bzramngvcrficy2no44 304 3 +03 +03 CD work_v44vkh6bzramngvcrficy2no44 304 4 * * NFP work_v44vkh6bzramngvcrficy2no44 304 5 +045(67!8 +045(67!8 NNP work_v44vkh6bzramngvcrficy2no44 304 6 +9#+77!5 +9#+77!5 NNP work_v44vkh6bzramngvcrficy2no44 304 7 : : : work_v44vkh6bzramngvcrficy2no44 304 8 65 65 CD work_v44vkh6bzramngvcrficy2no44 304 9 & & CC work_v44vkh6bzramngvcrficy2no44 304 10 -3*;24<5 -3*;24<5 NNP work_v44vkh6bzramngvcrficy2no44 304 11 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 304 12 & & CC work_v44vkh6bzramngvcrficy2no44 304 13 -73 -73 NNP work_v44vkh6bzramngvcrficy2no44 304 14 ! ! . work_v44vkh6bzramngvcrficy2no44 305 1 045 045 CD work_v44vkh6bzramngvcrficy2no44 305 2 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 305 3 & & CC work_v44vkh6bzramngvcrficy2no44 305 4 -= -= NNP work_v44vkh6bzramngvcrficy2no44 305 5 > > XX work_v44vkh6bzramngvcrficy2no44 305 6 ? ? . work_v44vkh6bzramngvcrficy2no44 306 1 @A @A NNP work_v44vkh6bzramngvcrficy2no44 306 2 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 306 3 0B 0B NNP work_v44vkh6bzramngvcrficy2no44 306 4 * * NFP work_v44vkh6bzramngvcrficy2no44 306 5 + + CC work_v44vkh6bzramngvcrficy2no44 306 6 CD cd NN work_v44vkh6bzramngvcrficy2no44 306 7 EF(23 ef(23 NN work_v44vkh6bzramngvcrficy2no44 306 8 * * NFP work_v44vkh6bzramngvcrficy2no44 306 9 verb verb JJ work_v44vkh6bzramngvcrficy2no44 306 10 subj subj NN work_v44vkh6bzramngvcrficy2no44 306 11 . . . work_v44vkh6bzramngvcrficy2no44 307 1 obj obj UH work_v44vkh6bzramngvcrficy2no44 307 2 . . . work_v44vkh6bzramngvcrficy2no44 308 1 compl compl NNP work_v44vkh6bzramngvcrficy2no44 308 2 . . . work_v44vkh6bzramngvcrficy2no44 309 1 ywASl ywASl NFP work_v44vkh6bzramngvcrficy2no44 309 2 sfyr sfyr NNS work_v44vkh6bzramngvcrficy2no44 309 3 Almmlkp Almmlkp NNP work_v44vkh6bzramngvcrficy2no44 309 4 AlErbyp AlErbyp NNP work_v44vkh6bzramngvcrficy2no44 309 5 AlsEwdyp AlsEwdyp NNP work_v44vkh6bzramngvcrficy2no44 309 6 ldY ldY NNP work_v44vkh6bzramngvcrficy2no44 309 7 lbnAn lbnAn -LRB- work_v44vkh6bzramngvcrficy2no44 309 8 EbdAlEzyz EbdAlEzyz NNP work_v44vkh6bzramngvcrficy2no44 309 9 xwjp xwjp FW work_v44vkh6bzramngvcrficy2no44 309 10 tHrk tHrk NNP work_v44vkh6bzramngvcrficy2no44 309 11 -h -h : work_v44vkh6bzramngvcrficy2no44 309 12 fy fy NNP work_v44vkh6bzramngvcrficy2no44 309 13 AtjAh AtjAh NNP work_v44vkh6bzramngvcrficy2no44 309 14 ... ... NFP work_v44vkh6bzramngvcrficy2no44 309 15 continues continue VBZ work_v44vkh6bzramngvcrficy2no44 309 16 ambassador ambassador NN work_v44vkh6bzramngvcrficy2no44 309 17 Kingdom Kingdom NNP work_v44vkh6bzramngvcrficy2no44 309 18 Arabian Arabian NNP work_v44vkh6bzramngvcrficy2no44 309 19 Saudi Saudi NNP work_v44vkh6bzramngvcrficy2no44 309 20 to to IN work_v44vkh6bzramngvcrficy2no44 309 21 Lebanon Lebanon NNP work_v44vkh6bzramngvcrficy2no44 309 22 Abdulaziz Abdulaziz NNP work_v44vkh6bzramngvcrficy2no44 309 23 Khawja Khawja NNP work_v44vkh6bzramngvcrficy2no44 309 24 move move VB work_v44vkh6bzramngvcrficy2no44 309 25 his -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 309 26 in in IN work_v44vkh6bzramngvcrficy2no44 309 27 direction direction NN work_v44vkh6bzramngvcrficy2no44 309 28 REF ref NN work_v44vkh6bzramngvcrficy2no44 309 29 The the DT work_v44vkh6bzramngvcrficy2no44 309 30 Kingdom Kingdom NNP work_v44vkh6bzramngvcrficy2no44 309 31 of of IN work_v44vkh6bzramngvcrficy2no44 309 32 Saudi Saudi NNP work_v44vkh6bzramngvcrficy2no44 309 33 Arabia Arabia NNP work_v44vkh6bzramngvcrficy2no44 309 34 ’s 's POS work_v44vkh6bzramngvcrficy2no44 309 35 ambassador ambassador NN work_v44vkh6bzramngvcrficy2no44 309 36 to to IN work_v44vkh6bzramngvcrficy2no44 309 37 Lebanon Lebanon NNP work_v44vkh6bzramngvcrficy2no44 309 38 Abdulaziz Abdulaziz NNP work_v44vkh6bzramngvcrficy2no44 309 39 Khawja Khawja NNP work_v44vkh6bzramngvcrficy2no44 309 40 continues continue VBZ work_v44vkh6bzramngvcrficy2no44 309 41 his -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 309 42 moves move NNS work_v44vkh6bzramngvcrficy2no44 309 43 towards towards IN work_v44vkh6bzramngvcrficy2no44 309 44 ... ... : work_v44vkh6bzramngvcrficy2no44 309 45 BASE BASE NNP work_v44vkh6bzramngvcrficy2no44 309 46 continue continue VBP work_v44vkh6bzramngvcrficy2no44 309 47 to to IN work_v44vkh6bzramngvcrficy2no44 309 48 Saudi saudi JJ work_v44vkh6bzramngvcrficy2no44 309 49 Arabian arabian JJ work_v44vkh6bzramngvcrficy2no44 309 50 ambassador ambassador NN work_v44vkh6bzramngvcrficy2no44 309 51 to to IN work_v44vkh6bzramngvcrficy2no44 309 52 Lebanon Lebanon NNP work_v44vkh6bzramngvcrficy2no44 309 53 , , , work_v44vkh6bzramngvcrficy2no44 309 54 Abdulaziz Abdulaziz NNP work_v44vkh6bzramngvcrficy2no44 309 55 Khwja Khwja NNP work_v44vkh6bzramngvcrficy2no44 309 56 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 309 57 move move NN work_v44vkh6bzramngvcrficy2no44 309 58 in in IN work_v44vkh6bzramngvcrficy2no44 309 59 the the DT work_v44vkh6bzramngvcrficy2no44 309 60 direction direction NN work_v44vkh6bzramngvcrficy2no44 309 61 of of IN work_v44vkh6bzramngvcrficy2no44 309 62 ... ... : work_v44vkh6bzramngvcrficy2no44 309 63 NEW NEW NNP work_v44vkh6bzramngvcrficy2no44 309 64 The the DT work_v44vkh6bzramngvcrficy2no44 309 65 Kingdom Kingdom NNP work_v44vkh6bzramngvcrficy2no44 309 66 of of IN work_v44vkh6bzramngvcrficy2no44 309 67 Saudi Saudi NNP work_v44vkh6bzramngvcrficy2no44 309 68 Arabia Arabia NNP work_v44vkh6bzramngvcrficy2no44 309 69 ’s 's POS work_v44vkh6bzramngvcrficy2no44 309 70 ambassador ambassador NN work_v44vkh6bzramngvcrficy2no44 309 71 to to IN work_v44vkh6bzramngvcrficy2no44 309 72 Lebanon Lebanon NNP work_v44vkh6bzramngvcrficy2no44 309 73 , , , work_v44vkh6bzramngvcrficy2no44 309 74 Abdulaziz Abdulaziz NNP work_v44vkh6bzramngvcrficy2no44 309 75 Khwja Khwja NNP work_v44vkh6bzramngvcrficy2no44 309 76 continue continue VBP work_v44vkh6bzramngvcrficy2no44 309 77 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 309 78 move move NN work_v44vkh6bzramngvcrficy2no44 309 79 in in IN work_v44vkh6bzramngvcrficy2no44 309 80 the the DT work_v44vkh6bzramngvcrficy2no44 309 81 direction direction NN work_v44vkh6bzramngvcrficy2no44 309 82 of of IN work_v44vkh6bzramngvcrficy2no44 309 83 ... ... : work_v44vkh6bzramngvcrficy2no44 309 84 SRC SRC NNP work_v44vkh6bzramngvcrficy2no44 309 85 ; ; : work_v44vkh6bzramngvcrficy2no44 309 86 # # $ work_v44vkh6bzramngvcrficy2no44 309 87 7*$G 7*$g CD work_v44vkh6bzramngvcrficy2no44 309 88 ' ' '' work_v44vkh6bzramngvcrficy2no44 309 89 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 309 90 H H NNP work_v44vkh6bzramngvcrficy2no44 309 91 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 309 92 +0 +0 NNP work_v44vkh6bzramngvcrficy2no44 309 93 & & CC work_v44vkh6bzramngvcrficy2no44 309 94 B5 B5 NNP work_v44vkh6bzramngvcrficy2no44 309 95 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 309 96 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 309 97 I -PRON- PRP work_v44vkh6bzramngvcrficy2no44 309 98 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 309 99 E4 E4 NNP work_v44vkh6bzramngvcrficy2no44 309 100 J J NNP work_v44vkh6bzramngvcrficy2no44 309 101 < < XX work_v44vkh6bzramngvcrficy2no44 309 102 K K NNP work_v44vkh6bzramngvcrficy2no44 309 103 65 65 CD work_v44vkh6bzramngvcrficy2no44 309 104 # # NN work_v44vkh6bzramngvcrficy2no44 309 105 + + CC work_v44vkh6bzramngvcrficy2no44 309 106 L L NNP work_v44vkh6bzramngvcrficy2no44 309 107 M#NL M#NL NNPS work_v44vkh6bzramngvcrficy2no44 309 108 & & CC work_v44vkh6bzramngvcrficy2no44 309 109 -O01 -O01 NNP work_v44vkh6bzramngvcrficy2no44 309 110 P5 p5 NN work_v44vkh6bzramngvcrficy2no44 309 111 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 309 112 * * NFP work_v44vkh6bzramngvcrficy2no44 309 113 QR#7*<5 QR#7*<5 NNP work_v44vkh6bzramngvcrficy2no44 309 114 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 309 115 S S NNP work_v44vkh6bzramngvcrficy2no44 309 116 ! ! . work_v44vkh6bzramngvcrficy2no44 310 1 & & CC work_v44vkh6bzramngvcrficy2no44 310 2 7=@A 7=@A NNP work_v44vkh6bzramngvcrficy2no44 310 3 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 310 4 TU*V3W TU*V3W NNP work_v44vkh6bzramngvcrficy2no44 310 5 XY XY NNP work_v44vkh6bzramngvcrficy2no44 310 6 . . . work_v44vkh6bzramngvcrficy2no44 311 1 # # NN work_v44vkh6bzramngvcrficy2no44 311 2 8 8 CD work_v44vkh6bzramngvcrficy2no44 311 3 ; ; : work_v44vkh6bzramngvcrficy2no44 311 4 # # $ work_v44vkh6bzramngvcrficy2no44 311 5 ? ? . work_v44vkh6bzramngvcrficy2no44 311 6 7 7 CD work_v44vkh6bzramngvcrficy2no44 311 7 * * NFP work_v44vkh6bzramngvcrficy2no44 311 8 + + CC work_v44vkh6bzramngvcrficy2no44 311 9 , , , work_v44vkh6bzramngvcrficy2no44 311 10 adv adv NN work_v44vkh6bzramngvcrficy2no44 311 11 . . . work_v44vkh6bzramngvcrficy2no44 312 1 verb verb NNP work_v44vkh6bzramngvcrficy2no44 312 2 obj obj NN work_v44vkh6bzramngvcrficy2no44 312 3 . . . work_v44vkh6bzramngvcrficy2no44 313 1 subj subj NNP work_v44vkh6bzramngvcrficy2no44 313 2 . . . work_v44vkh6bzramngvcrficy2no44 314 1 compl compl NNP work_v44vkh6bzramngvcrficy2no44 314 2 . . . work_v44vkh6bzramngvcrficy2no44 315 1 fymA fymA NNP work_v44vkh6bzramngvcrficy2no44 315 2 dEA dEA NNP work_v44vkh6bzramngvcrficy2no44 315 3 -hm -hm -RRB- work_v44vkh6bzramngvcrficy2no44 315 4 r}ys r}ys NNP work_v44vkh6bzramngvcrficy2no44 315 5 Almktb Almktb NNP work_v44vkh6bzramngvcrficy2no44 315 6 AlsyAsy AlsyAsy NNP work_v44vkh6bzramngvcrficy2no44 315 7 l- l- NN work_v44vkh6bzramngvcrficy2no44 315 8 Hrkp Hrkp NNP work_v44vkh6bzramngvcrficy2no44 315 9 HmAs HmAs NNP work_v44vkh6bzramngvcrficy2no44 315 10 xAld xAld NNP work_v44vkh6bzramngvcrficy2no44 315 11 m$El m$El NNP work_v44vkh6bzramngvcrficy2no44 315 12 AlY AlY NNP work_v44vkh6bzramngvcrficy2no44 315 13 AltzAm altzam CC work_v44vkh6bzramngvcrficy2no44 315 14 AlHyAd AlHyAd NNP work_v44vkh6bzramngvcrficy2no44 315 15 meanwhile meanwhile RB work_v44vkh6bzramngvcrficy2no44 315 16 called call VBD work_v44vkh6bzramngvcrficy2no44 315 17 them -PRON- PRP work_v44vkh6bzramngvcrficy2no44 315 18 head head NN work_v44vkh6bzramngvcrficy2no44 315 19 bureau bureau NNP work_v44vkh6bzramngvcrficy2no44 315 20 political political JJ work_v44vkh6bzramngvcrficy2no44 315 21 of of IN work_v44vkh6bzramngvcrficy2no44 315 22 movement movement NN work_v44vkh6bzramngvcrficy2no44 315 23 Hamas Hamas NNP work_v44vkh6bzramngvcrficy2no44 315 24 Khaled Khaled NNP work_v44vkh6bzramngvcrficy2no44 315 25 Mashal Mashal NNP work_v44vkh6bzramngvcrficy2no44 315 26 to to IN work_v44vkh6bzramngvcrficy2no44 315 27 necessity necessity NN work_v44vkh6bzramngvcrficy2no44 315 28 neutrality neutrality NN work_v44vkh6bzramngvcrficy2no44 315 29 REF REF NNP work_v44vkh6bzramngvcrficy2no44 315 30 Meanwhile meanwhile RB work_v44vkh6bzramngvcrficy2no44 315 31 , , , work_v44vkh6bzramngvcrficy2no44 315 32 the the DT work_v44vkh6bzramngvcrficy2no44 315 33 Head Head NNP work_v44vkh6bzramngvcrficy2no44 315 34 of of IN work_v44vkh6bzramngvcrficy2no44 315 35 the the DT work_v44vkh6bzramngvcrficy2no44 315 36 Political Political NNP work_v44vkh6bzramngvcrficy2no44 315 37 Bureau Bureau NNP work_v44vkh6bzramngvcrficy2no44 315 38 of of IN work_v44vkh6bzramngvcrficy2no44 315 39 the the DT work_v44vkh6bzramngvcrficy2no44 315 40 Hamas Hamas NNP work_v44vkh6bzramngvcrficy2no44 315 41 movement movement NN work_v44vkh6bzramngvcrficy2no44 315 42 , , , work_v44vkh6bzramngvcrficy2no44 315 43 Khaled Khaled NNP work_v44vkh6bzramngvcrficy2no44 315 44 Mashal Mashal NNP work_v44vkh6bzramngvcrficy2no44 315 45 , , , work_v44vkh6bzramngvcrficy2no44 315 46 called call VBD work_v44vkh6bzramngvcrficy2no44 315 47 upon upon IN work_v44vkh6bzramngvcrficy2no44 315 48 them -PRON- PRP work_v44vkh6bzramngvcrficy2no44 315 49 to to TO work_v44vkh6bzramngvcrficy2no44 315 50 remain remain VB work_v44vkh6bzramngvcrficy2no44 315 51 neutral neutral JJ work_v44vkh6bzramngvcrficy2no44 315 52 BASE BASE NNP work_v44vkh6bzramngvcrficy2no44 315 53 The the DT work_v44vkh6bzramngvcrficy2no44 315 54 called call VBN work_v44vkh6bzramngvcrficy2no44 315 55 them -PRON- PRP work_v44vkh6bzramngvcrficy2no44 315 56 , , , work_v44vkh6bzramngvcrficy2no44 315 57 head head NN work_v44vkh6bzramngvcrficy2no44 315 58 of of IN work_v44vkh6bzramngvcrficy2no44 315 59 Hamas Hamas NNP work_v44vkh6bzramngvcrficy2no44 315 60 ’ ’ POS work_v44vkh6bzramngvcrficy2no44 315 61 political political JJ work_v44vkh6bzramngvcrficy2no44 315 62 bureau bureau NN work_v44vkh6bzramngvcrficy2no44 315 63 , , , work_v44vkh6bzramngvcrficy2no44 315 64 Khalid Khalid NNP work_v44vkh6bzramngvcrficy2no44 315 65 Mashal Mashal NNP work_v44vkh6bzramngvcrficy2no44 315 66 , , , work_v44vkh6bzramngvcrficy2no44 315 67 to to TO work_v44vkh6bzramngvcrficy2no44 315 68 remain remain VB work_v44vkh6bzramngvcrficy2no44 315 69 neutral neutral JJ work_v44vkh6bzramngvcrficy2no44 315 70 NEW NEW NNP work_v44vkh6bzramngvcrficy2no44 315 71 The the DT work_v44vkh6bzramngvcrficy2no44 315 72 head head NN work_v44vkh6bzramngvcrficy2no44 315 73 of of IN work_v44vkh6bzramngvcrficy2no44 315 74 Hamas Hamas NNP work_v44vkh6bzramngvcrficy2no44 315 75 ’ ’ POS work_v44vkh6bzramngvcrficy2no44 315 76 political political JJ work_v44vkh6bzramngvcrficy2no44 315 77 bureau bureau NN work_v44vkh6bzramngvcrficy2no44 315 78 , , , work_v44vkh6bzramngvcrficy2no44 315 79 Khalid Khalid NNP work_v44vkh6bzramngvcrficy2no44 315 80 Mashal Mashal NNP work_v44vkh6bzramngvcrficy2no44 315 81 , , , work_v44vkh6bzramngvcrficy2no44 315 82 called call VBD work_v44vkh6bzramngvcrficy2no44 315 83 on on IN work_v44vkh6bzramngvcrficy2no44 315 84 them -PRON- PRP work_v44vkh6bzramngvcrficy2no44 315 85 to to TO work_v44vkh6bzramngvcrficy2no44 315 86 remain remain VB work_v44vkh6bzramngvcrficy2no44 315 87 neutral neutral JJ work_v44vkh6bzramngvcrficy2no44 315 88 Figure figure NN work_v44vkh6bzramngvcrficy2no44 315 89 3 3 CD work_v44vkh6bzramngvcrficy2no44 315 90 : : : work_v44vkh6bzramngvcrficy2no44 315 91 Long long JJ work_v44vkh6bzramngvcrficy2no44 315 92 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 315 93 examples example NNS work_v44vkh6bzramngvcrficy2no44 315 94 showing show VBG work_v44vkh6bzramngvcrficy2no44 315 95 improvements improvement NNS work_v44vkh6bzramngvcrficy2no44 315 96 over over IN work_v44vkh6bzramngvcrficy2no44 315 97 the the DT work_v44vkh6bzramngvcrficy2no44 315 98 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 315 99 system system NN work_v44vkh6bzramngvcrficy2no44 315 100 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 315 101 BASE BASE NNP work_v44vkh6bzramngvcrficy2no44 315 102 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 315 103 when when WRB work_v44vkh6bzramngvcrficy2no44 315 104 the the DT work_v44vkh6bzramngvcrficy2no44 315 105 DL DL NNP work_v44vkh6bzramngvcrficy2no44 315 106 is be VBZ work_v44vkh6bzramngvcrficy2no44 315 107 raised raise VBN work_v44vkh6bzramngvcrficy2no44 315 108 to to IN work_v44vkh6bzramngvcrficy2no44 315 109 18 18 CD work_v44vkh6bzramngvcrficy2no44 315 110 and and CC work_v44vkh6bzramngvcrficy2no44 315 111 early early JJ work_v44vkh6bzramngvcrficy2no44 315 112 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 315 113 based base VBN work_v44vkh6bzramngvcrficy2no44 315 114 on on IN work_v44vkh6bzramngvcrficy2no44 315 115 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 315 116 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 315 117 scores score NNS work_v44vkh6bzramngvcrficy2no44 315 118 is be VBZ work_v44vkh6bzramngvcrficy2no44 315 119 enabled enable VBN work_v44vkh6bzramngvcrficy2no44 315 120 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 315 121 NEW NEW NNP work_v44vkh6bzramngvcrficy2no44 315 122 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 315 123 . . . work_v44vkh6bzramngvcrficy2no44 316 1 Long long JJ work_v44vkh6bzramngvcrficy2no44 316 2 jumps jump VBZ work_v44vkh6bzramngvcrficy2no44 316 3 statistics statistic NNS work_v44vkh6bzramngvcrficy2no44 316 4 and and CC work_v44vkh6bzramngvcrficy2no44 316 5 examples example NNS work_v44vkh6bzramngvcrficy2no44 316 6 . . . work_v44vkh6bzramngvcrficy2no44 317 1 To to TO work_v44vkh6bzramngvcrficy2no44 317 2 better well RBR work_v44vkh6bzramngvcrficy2no44 317 3 understand understand VB work_v44vkh6bzramngvcrficy2no44 317 4 the the DT work_v44vkh6bzramngvcrficy2no44 317 5 behavior behavior NN work_v44vkh6bzramngvcrficy2no44 317 6 of of IN work_v44vkh6bzramngvcrficy2no44 317 7 the the DT work_v44vkh6bzramngvcrficy2no44 317 8 early early RB work_v44vkh6bzramngvcrficy2no44 317 9 - - HYPH work_v44vkh6bzramngvcrficy2no44 317 10 pruning prune VBG work_v44vkh6bzramngvcrficy2no44 317 11 system system NN work_v44vkh6bzramngvcrficy2no44 317 12 , , , work_v44vkh6bzramngvcrficy2no44 317 13 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 317 14 extract extract VBP work_v44vkh6bzramngvcrficy2no44 317 15 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 317 16 - - HYPH work_v44vkh6bzramngvcrficy2no44 317 17 to to IN work_v44vkh6bzramngvcrficy2no44 317 18 - - HYPH work_v44vkh6bzramngvcrficy2no44 317 19 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 317 20 jump jump NN work_v44vkh6bzramngvcrficy2no44 317 21 statistics statistic NNS work_v44vkh6bzramngvcrficy2no44 317 22 from from IN work_v44vkh6bzramngvcrficy2no44 317 23 the the DT work_v44vkh6bzramngvcrficy2no44 317 24 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 317 25 log log NN work_v44vkh6bzramngvcrficy2no44 317 26 file file NN work_v44vkh6bzramngvcrficy2no44 317 27 . . . work_v44vkh6bzramngvcrficy2no44 318 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 318 2 find find VBP work_v44vkh6bzramngvcrficy2no44 318 3 that that IN work_v44vkh6bzramngvcrficy2no44 318 4 132 132 CD work_v44vkh6bzramngvcrficy2no44 318 5 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 318 6 beyond beyond IN work_v44vkh6bzramngvcrficy2no44 318 7 the the DT work_v44vkh6bzramngvcrficy2no44 318 8 non non JJ work_v44vkh6bzramngvcrficy2no44 318 9 - - JJ work_v44vkh6bzramngvcrficy2no44 318 10 prunable prunable JJ work_v44vkh6bzramngvcrficy2no44 318 11 zone zone NN work_v44vkh6bzramngvcrficy2no44 318 12 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 318 13 D>5 D>5 NNP work_v44vkh6bzramngvcrficy2no44 318 14 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 318 15 were be VBD work_v44vkh6bzramngvcrficy2no44 318 16 performed perform VBN work_v44vkh6bzramngvcrficy2no44 318 17 to to TO work_v44vkh6bzramngvcrficy2no44 318 18 trans- trans- VB work_v44vkh6bzramngvcrficy2no44 318 19 late late RB work_v44vkh6bzramngvcrficy2no44 318 20 the the DT work_v44vkh6bzramngvcrficy2no44 318 21 586 586 CD work_v44vkh6bzramngvcrficy2no44 318 22 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 318 23 of of IN work_v44vkh6bzramngvcrficy2no44 318 24 eval09-nw eval09-nw NN work_v44vkh6bzramngvcrficy2no44 318 25 ; ; : work_v44vkh6bzramngvcrficy2no44 318 26 38 38 CD work_v44vkh6bzramngvcrficy2no44 318 27 out out IN work_v44vkh6bzramngvcrficy2no44 318 28 of of IN work_v44vkh6bzramngvcrficy2no44 318 29 these these DT work_v44vkh6bzramngvcrficy2no44 318 30 were be VBD work_v44vkh6bzramngvcrficy2no44 318 31 longer long JJR work_v44vkh6bzramngvcrficy2no44 318 32 than than IN work_v44vkh6bzramngvcrficy2no44 318 33 8 8 CD work_v44vkh6bzramngvcrficy2no44 318 34 and and CC work_v44vkh6bzramngvcrficy2no44 318 35 mostly mostly RB work_v44vkh6bzramngvcrficy2no44 318 36 concentrated concentrate VBD work_v44vkh6bzramngvcrficy2no44 318 37 on on IN work_v44vkh6bzramngvcrficy2no44 318 38 the the DT work_v44vkh6bzramngvcrficy2no44 318 39 VS- vs- JJ work_v44vkh6bzramngvcrficy2no44 318 40 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 318 41 subset subset NN work_v44vkh6bzramngvcrficy2no44 318 42 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 318 43 27 27 CD work_v44vkh6bzramngvcrficy2no44 318 44 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 318 45 D>8 D>8 NNS work_v44vkh6bzramngvcrficy2no44 318 46 performed perform VBN work_v44vkh6bzramngvcrficy2no44 318 47 in in IN work_v44vkh6bzramngvcrficy2no44 318 48 vs-09).13 vs-09).13 NNP work_v44vkh6bzramngvcrficy2no44 318 49 This this DT work_v44vkh6bzramngvcrficy2no44 318 50 and and CC work_v44vkh6bzramngvcrficy2no44 318 51 the the DT work_v44vkh6bzramngvcrficy2no44 318 52 higher high JJR work_v44vkh6bzramngvcrficy2no44 318 53 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 318 54 scores score NNS work_v44vkh6bzramngvcrficy2no44 318 55 sug- sug- RB work_v44vkh6bzramngvcrficy2no44 318 56 gest gest VB work_v44vkh6bzramngvcrficy2no44 318 57 that that IN work_v44vkh6bzramngvcrficy2no44 318 58 long long JJ work_v44vkh6bzramngvcrficy2no44 318 59 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 318 60 are be VBP work_v44vkh6bzramngvcrficy2no44 318 61 mainly mainly RB work_v44vkh6bzramngvcrficy2no44 318 62 carried carry VBN work_v44vkh6bzramngvcrficy2no44 318 63 out out RP work_v44vkh6bzramngvcrficy2no44 318 64 to to IN work_v44vkh6bzramngvcrficy2no44 318 65 cor- cor- RB work_v44vkh6bzramngvcrficy2no44 318 66 rectly rectly RB work_v44vkh6bzramngvcrficy2no44 318 67 reorder reorder VB work_v44vkh6bzramngvcrficy2no44 318 68 clause clause NN work_v44vkh6bzramngvcrficy2no44 318 69 - - HYPH work_v44vkh6bzramngvcrficy2no44 318 70 inital inital JJ work_v44vkh6bzramngvcrficy2no44 318 71 verbs verb NNS work_v44vkh6bzramngvcrficy2no44 318 72 over over IN work_v44vkh6bzramngvcrficy2no44 318 73 long long JJ work_v44vkh6bzramngvcrficy2no44 318 74 subjects subject NNS work_v44vkh6bzramngvcrficy2no44 318 75 . . . work_v44vkh6bzramngvcrficy2no44 319 1 Fig fig NN work_v44vkh6bzramngvcrficy2no44 319 2 . . . work_v44vkh6bzramngvcrficy2no44 320 1 3 3 CD work_v44vkh6bzramngvcrficy2no44 320 2 shows show VBZ work_v44vkh6bzramngvcrficy2no44 320 3 two two CD work_v44vkh6bzramngvcrficy2no44 320 4 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 320 5 sentences sentence NNS work_v44vkh6bzramngvcrficy2no44 320 6 taken take VBN work_v44vkh6bzramngvcrficy2no44 320 7 from from IN work_v44vkh6bzramngvcrficy2no44 320 8 eval09-nw eval09-nw NNP work_v44vkh6bzramngvcrficy2no44 320 9 , , , work_v44vkh6bzramngvcrficy2no44 320 10 that that WDT work_v44vkh6bzramngvcrficy2no44 320 11 were be VBD work_v44vkh6bzramngvcrficy2no44 320 12 erroneuously erroneuously RB work_v44vkh6bzramngvcrficy2no44 320 13 reordered reorder VBN work_v44vkh6bzramngvcrficy2no44 320 14 by by IN work_v44vkh6bzramngvcrficy2no44 320 15 the the DT work_v44vkh6bzramngvcrficy2no44 320 16 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 320 17 system system NN work_v44vkh6bzramngvcrficy2no44 320 18 . . . work_v44vkh6bzramngvcrficy2no44 321 1 The the DT work_v44vkh6bzramngvcrficy2no44 321 2 system system NN work_v44vkh6bzramngvcrficy2no44 321 3 including include VBG work_v44vkh6bzramngvcrficy2no44 321 4 the the DT work_v44vkh6bzramngvcrficy2no44 321 5 WaW WaW NNP work_v44vkh6bzramngvcrficy2no44 321 6 model model NN work_v44vkh6bzramngvcrficy2no44 321 7 and and CC work_v44vkh6bzramngvcrficy2no44 321 8 early early JJ work_v44vkh6bzramngvcrficy2no44 321 9 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 321 10 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 321 11 , , , work_v44vkh6bzramngvcrficy2no44 321 12 instead instead RB work_v44vkh6bzramngvcrficy2no44 321 13 , , , work_v44vkh6bzramngvcrficy2no44 321 14 pro- pro- NN work_v44vkh6bzramngvcrficy2no44 321 15 duced duce VBD work_v44vkh6bzramngvcrficy2no44 321 16 the the DT work_v44vkh6bzramngvcrficy2no44 321 17 correct correct JJ work_v44vkh6bzramngvcrficy2no44 321 18 translation translation NN work_v44vkh6bzramngvcrficy2no44 321 19 . . . work_v44vkh6bzramngvcrficy2no44 322 1 The the DT work_v44vkh6bzramngvcrficy2no44 322 2 first first JJ work_v44vkh6bzramngvcrficy2no44 322 3 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 322 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 322 5 a a DT work_v44vkh6bzramngvcrficy2no44 322 6 typical typical JJ work_v44vkh6bzramngvcrficy2no44 322 7 example example NN work_v44vkh6bzramngvcrficy2no44 322 8 of of IN work_v44vkh6bzramngvcrficy2no44 322 9 VSO VSO NNP work_v44vkh6bzramngvcrficy2no44 322 10 order order NN work_v44vkh6bzramngvcrficy2no44 322 11 with with IN work_v44vkh6bzramngvcrficy2no44 322 12 a a DT work_v44vkh6bzramngvcrficy2no44 322 13 long long JJ work_v44vkh6bzramngvcrficy2no44 322 14 subject subject NN work_v44vkh6bzramngvcrficy2no44 322 15 : : : work_v44vkh6bzramngvcrficy2no44 322 16 while while IN work_v44vkh6bzramngvcrficy2no44 322 17 the the DT work_v44vkh6bzramngvcrficy2no44 322 18 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 322 19 system system NN work_v44vkh6bzramngvcrficy2no44 322 20 left leave VBD work_v44vkh6bzramngvcrficy2no44 322 21 the the DT work_v44vkh6bzramngvcrficy2no44 322 22 verb verb NN work_v44vkh6bzramngvcrficy2no44 322 23 in in IN work_v44vkh6bzramngvcrficy2no44 322 24 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 322 25 Ara- Ara- NNP work_v44vkh6bzramngvcrficy2no44 322 26 bic bic JJ work_v44vkh6bzramngvcrficy2no44 322 27 position position NN work_v44vkh6bzramngvcrficy2no44 322 28 , , , work_v44vkh6bzramngvcrficy2no44 322 29 producing produce VBG work_v44vkh6bzramngvcrficy2no44 322 30 an an DT work_v44vkh6bzramngvcrficy2no44 322 31 incomprehensible incomprehensible JJ work_v44vkh6bzramngvcrficy2no44 322 32 trans- trans- JJ work_v44vkh6bzramngvcrficy2no44 322 33 lation lation NN work_v44vkh6bzramngvcrficy2no44 322 34 , , , work_v44vkh6bzramngvcrficy2no44 322 35 the the DT work_v44vkh6bzramngvcrficy2no44 322 36 new new JJ work_v44vkh6bzramngvcrficy2no44 322 37 system system NN work_v44vkh6bzramngvcrficy2no44 322 38 placed place VBD work_v44vkh6bzramngvcrficy2no44 322 39 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 322 40 rightly rightly RB work_v44vkh6bzramngvcrficy2no44 322 41 between between IN work_v44vkh6bzramngvcrficy2no44 322 42 the the DT work_v44vkh6bzramngvcrficy2no44 322 43 English english JJ work_v44vkh6bzramngvcrficy2no44 322 44 subject subject NN work_v44vkh6bzramngvcrficy2no44 322 45 and and CC work_v44vkh6bzramngvcrficy2no44 322 46 object object NN work_v44vkh6bzramngvcrficy2no44 322 47 . . . work_v44vkh6bzramngvcrficy2no44 323 1 This this DT work_v44vkh6bzramngvcrficy2no44 323 2 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 323 3 involved involve VBD work_v44vkh6bzramngvcrficy2no44 323 4 two two CD work_v44vkh6bzramngvcrficy2no44 323 5 long long JJ work_v44vkh6bzramngvcrficy2no44 323 6 jumps jump NNS work_v44vkh6bzramngvcrficy2no44 323 7 : : : work_v44vkh6bzramngvcrficy2no44 323 8 one one CD work_v44vkh6bzramngvcrficy2no44 323 9 with with IN work_v44vkh6bzramngvcrficy2no44 323 10 D=9 D=9 NNP work_v44vkh6bzramngvcrficy2no44 323 11 backward backward JJ work_v44vkh6bzramngvcrficy2no44 323 12 and and CC work_v44vkh6bzramngvcrficy2no44 323 13 one one CD work_v44vkh6bzramngvcrficy2no44 323 14 with with IN work_v44vkh6bzramngvcrficy2no44 323 15 D=8 D=8 NNP work_v44vkh6bzramngvcrficy2no44 323 16 forward forward RB work_v44vkh6bzramngvcrficy2no44 323 17 . . . work_v44vkh6bzramngvcrficy2no44 324 1 The the DT work_v44vkh6bzramngvcrficy2no44 324 2 second second JJ work_v44vkh6bzramngvcrficy2no44 324 3 sentence sentence NN work_v44vkh6bzramngvcrficy2no44 324 4 displays display VBZ work_v44vkh6bzramngvcrficy2no44 324 5 another another DT work_v44vkh6bzramngvcrficy2no44 324 6 , , , work_v44vkh6bzramngvcrficy2no44 324 7 less less RBR work_v44vkh6bzramngvcrficy2no44 324 8 com- com- NN work_v44vkh6bzramngvcrficy2no44 324 9 mon mon NN work_v44vkh6bzramngvcrficy2no44 324 10 , , , work_v44vkh6bzramngvcrficy2no44 324 11 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 324 12 construction construction NN work_v44vkh6bzramngvcrficy2no44 324 13 : : : work_v44vkh6bzramngvcrficy2no44 324 14 namely namely RB work_v44vkh6bzramngvcrficy2no44 324 15 VOS VOS NNP work_v44vkh6bzramngvcrficy2no44 324 16 , , , work_v44vkh6bzramngvcrficy2no44 324 17 with with IN work_v44vkh6bzramngvcrficy2no44 324 18 a a DT work_v44vkh6bzramngvcrficy2no44 324 19 per- per- JJ work_v44vkh6bzramngvcrficy2no44 324 20 sonal sonal JJ work_v44vkh6bzramngvcrficy2no44 324 21 pronoun pronoun NN work_v44vkh6bzramngvcrficy2no44 324 22 object object NN work_v44vkh6bzramngvcrficy2no44 324 23 . . . work_v44vkh6bzramngvcrficy2no44 325 1 In in IN work_v44vkh6bzramngvcrficy2no44 325 2 this this DT work_v44vkh6bzramngvcrficy2no44 325 3 case case NN work_v44vkh6bzramngvcrficy2no44 325 4 , , , work_v44vkh6bzramngvcrficy2no44 325 5 a a DT work_v44vkh6bzramngvcrficy2no44 325 6 backward backward JJ work_v44vkh6bzramngvcrficy2no44 325 7 jump jump NN work_v44vkh6bzramngvcrficy2no44 325 8 with with IN work_v44vkh6bzramngvcrficy2no44 325 9 D=10 d=10 NN work_v44vkh6bzramngvcrficy2no44 325 10 and and CC work_v44vkh6bzramngvcrficy2no44 325 11 a a DT work_v44vkh6bzramngvcrficy2no44 325 12 forward forward JJ work_v44vkh6bzramngvcrficy2no44 325 13 jump jump NN work_v44vkh6bzramngvcrficy2no44 325 14 with with IN work_v44vkh6bzramngvcrficy2no44 325 15 D=8 D=8 NNP work_v44vkh6bzramngvcrficy2no44 325 16 were be VBD work_v44vkh6bzramngvcrficy2no44 325 17 nec- nec- RB work_v44vkh6bzramngvcrficy2no44 325 18 essary essary JJ work_v44vkh6bzramngvcrficy2no44 325 19 to to TO work_v44vkh6bzramngvcrficy2no44 325 20 achieve achieve VB work_v44vkh6bzramngvcrficy2no44 325 21 the the DT work_v44vkh6bzramngvcrficy2no44 325 22 correct correct JJ work_v44vkh6bzramngvcrficy2no44 325 23 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 325 24 . . . work_v44vkh6bzramngvcrficy2no44 326 1 13Statistics 13statistics CD work_v44vkh6bzramngvcrficy2no44 326 2 computed compute VBD work_v44vkh6bzramngvcrficy2no44 326 3 on on IN work_v44vkh6bzramngvcrficy2no44 326 4 the the DT work_v44vkh6bzramngvcrficy2no44 326 5 medium medium JJ work_v44vkh6bzramngvcrficy2no44 326 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 326 7 LM LM NNP work_v44vkh6bzramngvcrficy2no44 326 8 system system NN work_v44vkh6bzramngvcrficy2no44 326 9 . . . work_v44vkh6bzramngvcrficy2no44 327 1 6 6 CD work_v44vkh6bzramngvcrficy2no44 327 2 Conclusions Conclusions NNPS work_v44vkh6bzramngvcrficy2no44 327 3 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 327 4 have have VBP work_v44vkh6bzramngvcrficy2no44 327 5 trained train VBN work_v44vkh6bzramngvcrficy2no44 327 6 a a DT work_v44vkh6bzramngvcrficy2no44 327 7 discriminative discriminative JJ work_v44vkh6bzramngvcrficy2no44 327 8 model model NN work_v44vkh6bzramngvcrficy2no44 327 9 to to TO work_v44vkh6bzramngvcrficy2no44 327 10 predict predict VB work_v44vkh6bzramngvcrficy2no44 327 11 likely likely JJ work_v44vkh6bzramngvcrficy2no44 327 12 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 327 13 steps step NNS work_v44vkh6bzramngvcrficy2no44 327 14 in in IN work_v44vkh6bzramngvcrficy2no44 327 15 a a DT work_v44vkh6bzramngvcrficy2no44 327 16 way way NN work_v44vkh6bzramngvcrficy2no44 327 17 that that WDT work_v44vkh6bzramngvcrficy2no44 327 18 is be VBZ work_v44vkh6bzramngvcrficy2no44 327 19 complemen- complemen- NN work_v44vkh6bzramngvcrficy2no44 327 20 tary tary NN work_v44vkh6bzramngvcrficy2no44 327 21 to to IN work_v44vkh6bzramngvcrficy2no44 327 22 state state NN work_v44vkh6bzramngvcrficy2no44 327 23 - - HYPH work_v44vkh6bzramngvcrficy2no44 327 24 of of IN work_v44vkh6bzramngvcrficy2no44 327 25 - - HYPH work_v44vkh6bzramngvcrficy2no44 327 26 the the DT work_v44vkh6bzramngvcrficy2no44 327 27 - - HYPH work_v44vkh6bzramngvcrficy2no44 327 28 art art NN work_v44vkh6bzramngvcrficy2no44 327 29 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 327 30 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 327 31 models model NNS work_v44vkh6bzramngvcrficy2no44 327 32 . . . work_v44vkh6bzramngvcrficy2no44 328 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 328 2 have have VBP work_v44vkh6bzramngvcrficy2no44 328 3 effectively effectively RB work_v44vkh6bzramngvcrficy2no44 328 4 integrated integrate VBN work_v44vkh6bzramngvcrficy2no44 328 5 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 328 6 into into IN work_v44vkh6bzramngvcrficy2no44 328 7 a a DT work_v44vkh6bzramngvcrficy2no44 328 8 PSMT PSMT NNP work_v44vkh6bzramngvcrficy2no44 328 9 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 328 10 as as IN work_v44vkh6bzramngvcrficy2no44 328 11 additional additional JJ work_v44vkh6bzramngvcrficy2no44 328 12 feature feature NN work_v44vkh6bzramngvcrficy2no44 328 13 , , , work_v44vkh6bzramngvcrficy2no44 328 14 ensuring ensure VBG work_v44vkh6bzramngvcrficy2no44 328 15 that that IN work_v44vkh6bzramngvcrficy2no44 328 16 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 328 17 total total JJ work_v44vkh6bzramngvcrficy2no44 328 18 score score NN work_v44vkh6bzramngvcrficy2no44 328 19 over over IN work_v44vkh6bzramngvcrficy2no44 328 20 a a DT work_v44vkh6bzramngvcrficy2no44 328 21 complete complete JJ work_v44vkh6bzramngvcrficy2no44 328 22 translation translation NN work_v44vkh6bzramngvcrficy2no44 328 23 hypothesis hypothesis NN work_v44vkh6bzramngvcrficy2no44 328 24 is be VBZ work_v44vkh6bzramngvcrficy2no44 328 25 consistent consistent JJ work_v44vkh6bzramngvcrficy2no44 328 26 across across IN work_v44vkh6bzramngvcrficy2no44 328 27 different different JJ work_v44vkh6bzramngvcrficy2no44 328 28 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 328 29 segmentations segmentation NNS work_v44vkh6bzramngvcrficy2no44 328 30 . . . work_v44vkh6bzramngvcrficy2no44 329 1 Lastly lastly RB work_v44vkh6bzramngvcrficy2no44 329 2 , , , work_v44vkh6bzramngvcrficy2no44 329 3 we -PRON- PRP work_v44vkh6bzramngvcrficy2no44 329 4 have have VBP work_v44vkh6bzramngvcrficy2no44 329 5 pro- pro- NN work_v44vkh6bzramngvcrficy2no44 329 6 posed pose VBN work_v44vkh6bzramngvcrficy2no44 329 7 early early JJ work_v44vkh6bzramngvcrficy2no44 329 8 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 329 9 pruning pruning NN work_v44vkh6bzramngvcrficy2no44 329 10 as as IN work_v44vkh6bzramngvcrficy2no44 329 11 a a DT work_v44vkh6bzramngvcrficy2no44 329 12 novel novel JJ work_v44vkh6bzramngvcrficy2no44 329 13 method method NN work_v44vkh6bzramngvcrficy2no44 329 14 to to TO work_v44vkh6bzramngvcrficy2no44 329 15 dynamically dynamically RB work_v44vkh6bzramngvcrficy2no44 329 16 shape shape VB work_v44vkh6bzramngvcrficy2no44 329 17 the the DT work_v44vkh6bzramngvcrficy2no44 329 18 input input NN work_v44vkh6bzramngvcrficy2no44 329 19 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 329 20 space space NN work_v44vkh6bzramngvcrficy2no44 329 21 and and CC work_v44vkh6bzramngvcrficy2no44 329 22 capture capture VB work_v44vkh6bzramngvcrficy2no44 329 23 long long JJ work_v44vkh6bzramngvcrficy2no44 329 24 - - HYPH work_v44vkh6bzramngvcrficy2no44 329 25 range range NN work_v44vkh6bzramngvcrficy2no44 329 26 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 329 27 phenomena phenomenon NNS work_v44vkh6bzramngvcrficy2no44 329 28 that that WDT work_v44vkh6bzramngvcrficy2no44 329 29 are be VBP work_v44vkh6bzramngvcrficy2no44 329 30 often often RB work_v44vkh6bzramngvcrficy2no44 329 31 critical critical JJ work_v44vkh6bzramngvcrficy2no44 329 32 when when WRB work_v44vkh6bzramngvcrficy2no44 329 33 translating translate VBG work_v44vkh6bzramngvcrficy2no44 329 34 between between IN work_v44vkh6bzramngvcrficy2no44 329 35 languages language NNS work_v44vkh6bzramngvcrficy2no44 329 36 with with IN work_v44vkh6bzramngvcrficy2no44 329 37 different different JJ work_v44vkh6bzramngvcrficy2no44 329 38 syntactic syntactic JJ work_v44vkh6bzramngvcrficy2no44 329 39 structures structure NNS work_v44vkh6bzramngvcrficy2no44 329 40 . . . work_v44vkh6bzramngvcrficy2no44 330 1 Evaluated evaluate VBN work_v44vkh6bzramngvcrficy2no44 330 2 on on IN work_v44vkh6bzramngvcrficy2no44 330 3 a a DT work_v44vkh6bzramngvcrficy2no44 330 4 popular popular JJ work_v44vkh6bzramngvcrficy2no44 330 5 Arabic arabic JJ work_v44vkh6bzramngvcrficy2no44 330 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 330 7 English english JJ work_v44vkh6bzramngvcrficy2no44 330 8 news news NN work_v44vkh6bzramngvcrficy2no44 330 9 translation translation NN work_v44vkh6bzramngvcrficy2no44 330 10 task task NN work_v44vkh6bzramngvcrficy2no44 330 11 against against IN work_v44vkh6bzramngvcrficy2no44 330 12 a a DT work_v44vkh6bzramngvcrficy2no44 330 13 strong strong JJ work_v44vkh6bzramngvcrficy2no44 330 14 baseline baseline NN work_v44vkh6bzramngvcrficy2no44 330 15 , , , work_v44vkh6bzramngvcrficy2no44 330 16 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 330 17 ap- ap- CD work_v44vkh6bzramngvcrficy2no44 330 18 proach proach NN work_v44vkh6bzramngvcrficy2no44 330 19 leads lead VBZ work_v44vkh6bzramngvcrficy2no44 330 20 to to IN work_v44vkh6bzramngvcrficy2no44 330 21 similar similar JJ work_v44vkh6bzramngvcrficy2no44 330 22 or or CC work_v44vkh6bzramngvcrficy2no44 330 23 even even RB work_v44vkh6bzramngvcrficy2no44 330 24 higher high JJR work_v44vkh6bzramngvcrficy2no44 330 25 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 330 26 , , , work_v44vkh6bzramngvcrficy2no44 330 27 ME- ME- NNP work_v44vkh6bzramngvcrficy2no44 330 28 TEOR TEOR NNP work_v44vkh6bzramngvcrficy2no44 330 29 and and CC work_v44vkh6bzramngvcrficy2no44 330 30 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 330 31 scores score NNS work_v44vkh6bzramngvcrficy2no44 330 32 at at IN work_v44vkh6bzramngvcrficy2no44 330 33 a a DT work_v44vkh6bzramngvcrficy2no44 330 34 very very RB work_v44vkh6bzramngvcrficy2no44 330 35 high high JJ work_v44vkh6bzramngvcrficy2no44 330 36 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 330 37 limit limit NN work_v44vkh6bzramngvcrficy2no44 330 38 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 330 39 18 18 CD work_v44vkh6bzramngvcrficy2no44 330 40 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 330 41 , , , work_v44vkh6bzramngvcrficy2no44 330 42 which which WDT work_v44vkh6bzramngvcrficy2no44 330 43 is be VBZ work_v44vkh6bzramngvcrficy2no44 330 44 by by IN work_v44vkh6bzramngvcrficy2no44 330 45 itself -PRON- PRP work_v44vkh6bzramngvcrficy2no44 330 46 an an DT work_v44vkh6bzramngvcrficy2no44 330 47 important important JJ work_v44vkh6bzramngvcrficy2no44 330 48 achievement achievement NN work_v44vkh6bzramngvcrficy2no44 330 49 . . . work_v44vkh6bzramngvcrficy2no44 331 1 At at IN work_v44vkh6bzramngvcrficy2no44 331 2 the the DT work_v44vkh6bzramngvcrficy2no44 331 3 same same JJ work_v44vkh6bzramngvcrficy2no44 331 4 time time NN work_v44vkh6bzramngvcrficy2no44 331 5 , , , work_v44vkh6bzramngvcrficy2no44 331 6 the the DT work_v44vkh6bzramngvcrficy2no44 331 7 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 331 8 of of IN work_v44vkh6bzramngvcrficy2no44 331 9 verbs verb NNS work_v44vkh6bzramngvcrficy2no44 331 10 , , , work_v44vkh6bzramngvcrficy2no44 331 11 measured measure VBN work_v44vkh6bzramngvcrficy2no44 331 12 with with IN work_v44vkh6bzramngvcrficy2no44 331 13 a a DT work_v44vkh6bzramngvcrficy2no44 331 14 novel novel JJ work_v44vkh6bzramngvcrficy2no44 331 15 version version NN work_v44vkh6bzramngvcrficy2no44 331 16 of of IN work_v44vkh6bzramngvcrficy2no44 331 17 the the DT work_v44vkh6bzramngvcrficy2no44 331 18 KRS KRS NNP work_v44vkh6bzramngvcrficy2no44 331 19 , , , work_v44vkh6bzramngvcrficy2no44 331 20 is be VBZ work_v44vkh6bzramngvcrficy2no44 331 21 consistently consistently RB work_v44vkh6bzramngvcrficy2no44 331 22 im- im- XX work_v44vkh6bzramngvcrficy2no44 331 23 proved prove VBN work_v44vkh6bzramngvcrficy2no44 331 24 , , , work_v44vkh6bzramngvcrficy2no44 331 25 while while IN work_v44vkh6bzramngvcrficy2no44 331 26 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 331 27 gets get VBZ work_v44vkh6bzramngvcrficy2no44 331 28 significantly significantly RB work_v44vkh6bzramngvcrficy2no44 331 29 faster fast RBR work_v44vkh6bzramngvcrficy2no44 331 30 . . . work_v44vkh6bzramngvcrficy2no44 332 1 The the DT work_v44vkh6bzramngvcrficy2no44 332 2 improvements improvement NNS work_v44vkh6bzramngvcrficy2no44 332 3 are be VBP work_v44vkh6bzramngvcrficy2no44 332 4 also also RB work_v44vkh6bzramngvcrficy2no44 332 5 confirmed confirm VBN work_v44vkh6bzramngvcrficy2no44 332 6 when when WRB work_v44vkh6bzramngvcrficy2no44 332 7 a a DT work_v44vkh6bzramngvcrficy2no44 332 8 very very RB work_v44vkh6bzramngvcrficy2no44 332 9 large large JJ work_v44vkh6bzramngvcrficy2no44 332 10 LM LM NNP work_v44vkh6bzramngvcrficy2no44 332 11 is be VBZ work_v44vkh6bzramngvcrficy2no44 332 12 used use VBN work_v44vkh6bzramngvcrficy2no44 332 13 and and CC work_v44vkh6bzramngvcrficy2no44 332 14 the the DT work_v44vkh6bzramngvcrficy2no44 332 15 decoder decoder NN work_v44vkh6bzramngvcrficy2no44 332 16 ’s ’s POS work_v44vkh6bzramngvcrficy2no44 332 17 beam beam NN work_v44vkh6bzramngvcrficy2no44 332 18 size size NN work_v44vkh6bzramngvcrficy2no44 332 19 is be VBZ work_v44vkh6bzramngvcrficy2no44 332 20 dou- dou- RB work_v44vkh6bzramngvcrficy2no44 332 21 bled bleed VBN work_v44vkh6bzramngvcrficy2no44 332 22 , , , work_v44vkh6bzramngvcrficy2no44 332 23 which which WDT work_v44vkh6bzramngvcrficy2no44 332 24 shows show VBZ work_v44vkh6bzramngvcrficy2no44 332 25 that that IN work_v44vkh6bzramngvcrficy2no44 332 26 our -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 332 27 method method NN work_v44vkh6bzramngvcrficy2no44 332 28 reduces reduce VBZ work_v44vkh6bzramngvcrficy2no44 332 29 not not RB work_v44vkh6bzramngvcrficy2no44 332 30 only only RB work_v44vkh6bzramngvcrficy2no44 332 31 search search NN work_v44vkh6bzramngvcrficy2no44 332 32 errors error NNS work_v44vkh6bzramngvcrficy2no44 332 33 but but CC work_v44vkh6bzramngvcrficy2no44 332 34 also also RB work_v44vkh6bzramngvcrficy2no44 332 35 model model NN work_v44vkh6bzramngvcrficy2no44 332 36 errors error NNS work_v44vkh6bzramngvcrficy2no44 332 37 even even RB work_v44vkh6bzramngvcrficy2no44 332 38 when when WRB work_v44vkh6bzramngvcrficy2no44 332 39 base- base- NN work_v44vkh6bzramngvcrficy2no44 332 40 line line NN work_v44vkh6bzramngvcrficy2no44 332 41 models model NNS work_v44vkh6bzramngvcrficy2no44 332 42 are be VBP work_v44vkh6bzramngvcrficy2no44 332 43 very very RB work_v44vkh6bzramngvcrficy2no44 332 44 strong strong JJ work_v44vkh6bzramngvcrficy2no44 332 45 . . . work_v44vkh6bzramngvcrficy2no44 333 1 Word word NN work_v44vkh6bzramngvcrficy2no44 333 2 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 333 3 is be VBZ work_v44vkh6bzramngvcrficy2no44 333 4 probably probably RB work_v44vkh6bzramngvcrficy2no44 333 5 the the DT work_v44vkh6bzramngvcrficy2no44 333 6 most most RBS work_v44vkh6bzramngvcrficy2no44 333 7 difficult difficult JJ work_v44vkh6bzramngvcrficy2no44 333 8 as- as- NNS work_v44vkh6bzramngvcrficy2no44 333 9 pect pect NN work_v44vkh6bzramngvcrficy2no44 333 10 of of IN work_v44vkh6bzramngvcrficy2no44 333 11 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 333 12 and and CC work_v44vkh6bzramngvcrficy2no44 333 13 an an DT work_v44vkh6bzramngvcrficy2no44 333 14 important important JJ work_v44vkh6bzramngvcrficy2no44 333 15 factor factor NN work_v44vkh6bzramngvcrficy2no44 333 16 of of IN work_v44vkh6bzramngvcrficy2no44 333 17 both both CC work_v44vkh6bzramngvcrficy2no44 333 18 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 333 19 qual- qual- NN work_v44vkh6bzramngvcrficy2no44 333 20 ity ity NN work_v44vkh6bzramngvcrficy2no44 333 21 and and CC work_v44vkh6bzramngvcrficy2no44 333 22 efficiency efficiency NN work_v44vkh6bzramngvcrficy2no44 333 23 . . . work_v44vkh6bzramngvcrficy2no44 334 1 Given give VBN work_v44vkh6bzramngvcrficy2no44 334 2 its -PRON- PRP$ work_v44vkh6bzramngvcrficy2no44 334 3 strong strong JJ work_v44vkh6bzramngvcrficy2no44 334 4 interaction interaction NN work_v44vkh6bzramngvcrficy2no44 334 5 with with IN work_v44vkh6bzramngvcrficy2no44 334 6 the the DT work_v44vkh6bzramngvcrficy2no44 334 7 other other JJ work_v44vkh6bzramngvcrficy2no44 334 8 aspects aspect NNS work_v44vkh6bzramngvcrficy2no44 334 9 of of IN work_v44vkh6bzramngvcrficy2no44 334 10 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 334 11 , , , work_v44vkh6bzramngvcrficy2no44 334 12 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 334 13 appears appear VBZ work_v44vkh6bzramngvcrficy2no44 334 14 natural natural JJ work_v44vkh6bzramngvcrficy2no44 334 15 to to TO work_v44vkh6bzramngvcrficy2no44 334 16 solve solve VB work_v44vkh6bzramngvcrficy2no44 334 17 337 337 CD work_v44vkh6bzramngvcrficy2no44 334 18 word word NN work_v44vkh6bzramngvcrficy2no44 334 19 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 334 20 during during IN work_v44vkh6bzramngvcrficy2no44 334 21 decoding decoding NN work_v44vkh6bzramngvcrficy2no44 334 22 , , , work_v44vkh6bzramngvcrficy2no44 334 23 rather rather RB work_v44vkh6bzramngvcrficy2no44 334 24 than than IN work_v44vkh6bzramngvcrficy2no44 334 25 before before IN work_v44vkh6bzramngvcrficy2no44 334 26 or or CC work_v44vkh6bzramngvcrficy2no44 334 27 after after IN work_v44vkh6bzramngvcrficy2no44 334 28 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 334 29 . . . work_v44vkh6bzramngvcrficy2no44 335 1 To to IN work_v44vkh6bzramngvcrficy2no44 335 2 date date NN work_v44vkh6bzramngvcrficy2no44 335 3 , , , work_v44vkh6bzramngvcrficy2no44 335 4 however however RB work_v44vkh6bzramngvcrficy2no44 335 5 , , , work_v44vkh6bzramngvcrficy2no44 335 6 this this DT work_v44vkh6bzramngvcrficy2no44 335 7 objective objective NN work_v44vkh6bzramngvcrficy2no44 335 8 was be VBD work_v44vkh6bzramngvcrficy2no44 335 9 only only RB work_v44vkh6bzramngvcrficy2no44 335 10 partially partially RB work_v44vkh6bzramngvcrficy2no44 335 11 achieved achieve VBN work_v44vkh6bzramngvcrficy2no44 335 12 . . . work_v44vkh6bzramngvcrficy2no44 336 1 We -PRON- PRP work_v44vkh6bzramngvcrficy2no44 336 2 believe believe VBP work_v44vkh6bzramngvcrficy2no44 336 3 there there EX work_v44vkh6bzramngvcrficy2no44 336 4 is be VBZ work_v44vkh6bzramngvcrficy2no44 336 5 a a DT work_v44vkh6bzramngvcrficy2no44 336 6 promising promising JJ work_v44vkh6bzramngvcrficy2no44 336 7 way way NN work_v44vkh6bzramngvcrficy2no44 336 8 to to TO work_v44vkh6bzramngvcrficy2no44 336 9 go go VB work_v44vkh6bzramngvcrficy2no44 336 10 between between IN work_v44vkh6bzramngvcrficy2no44 336 11 fully fully RB work_v44vkh6bzramngvcrficy2no44 336 12 - - HYPH work_v44vkh6bzramngvcrficy2no44 336 13 integrated integrate VBN work_v44vkh6bzramngvcrficy2no44 336 14 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 336 15 mod- mod- NN work_v44vkh6bzramngvcrficy2no44 336 16 els els NNP work_v44vkh6bzramngvcrficy2no44 336 17 and and CC work_v44vkh6bzramngvcrficy2no44 336 18 monolingual monolingual JJ work_v44vkh6bzramngvcrficy2no44 336 19 pre pre JJ work_v44vkh6bzramngvcrficy2no44 336 20 - - JJ work_v44vkh6bzramngvcrficy2no44 336 21 ordering ordering JJ work_v44vkh6bzramngvcrficy2no44 336 22 methods method NNS work_v44vkh6bzramngvcrficy2no44 336 23 . . . work_v44vkh6bzramngvcrficy2no44 337 1 This this DT work_v44vkh6bzramngvcrficy2no44 337 2 work work NN work_v44vkh6bzramngvcrficy2no44 337 3 has have VBZ work_v44vkh6bzramngvcrficy2no44 337 4 started start VBN work_v44vkh6bzramngvcrficy2no44 337 5 to to TO work_v44vkh6bzramngvcrficy2no44 337 6 explore explore VB work_v44vkh6bzramngvcrficy2no44 337 7 it -PRON- PRP work_v44vkh6bzramngvcrficy2no44 337 8 . . . work_v44vkh6bzramngvcrficy2no44 338 1 Aknowledgments aknowledgment NNS work_v44vkh6bzramngvcrficy2no44 338 2 This this DT work_v44vkh6bzramngvcrficy2no44 338 3 work work NN work_v44vkh6bzramngvcrficy2no44 338 4 was be VBD work_v44vkh6bzramngvcrficy2no44 338 5 partially partially RB work_v44vkh6bzramngvcrficy2no44 338 6 funded fund VBN work_v44vkh6bzramngvcrficy2no44 338 7 by by IN work_v44vkh6bzramngvcrficy2no44 338 8 the the DT work_v44vkh6bzramngvcrficy2no44 338 9 European European NNP work_v44vkh6bzramngvcrficy2no44 338 10 Union Union NNP work_v44vkh6bzramngvcrficy2no44 338 11 FP7 FP7 NNP work_v44vkh6bzramngvcrficy2no44 338 12 grant grant NN work_v44vkh6bzramngvcrficy2no44 338 13 agreement agreement NN work_v44vkh6bzramngvcrficy2no44 338 14 287658 287658 CD work_v44vkh6bzramngvcrficy2no44 338 15 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 338 16 EU EU NNP work_v44vkh6bzramngvcrficy2no44 338 17 - - HYPH work_v44vkh6bzramngvcrficy2no44 338 18 BRIDGE BRIDGE NNP work_v44vkh6bzramngvcrficy2no44 338 19 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 338 20 . . . work_v44vkh6bzramngvcrficy2no44 339 1 References reference NNS work_v44vkh6bzramngvcrficy2no44 339 2 Yaser Yaser NNP work_v44vkh6bzramngvcrficy2no44 339 3 Al Al NNP work_v44vkh6bzramngvcrficy2no44 339 4 - - HYPH work_v44vkh6bzramngvcrficy2no44 339 5 Onaizan Onaizan NNP work_v44vkh6bzramngvcrficy2no44 339 6 and and CC work_v44vkh6bzramngvcrficy2no44 339 7 Kishore Kishore NNP work_v44vkh6bzramngvcrficy2no44 339 8 Papineni Papineni NNP work_v44vkh6bzramngvcrficy2no44 339 9 . . . work_v44vkh6bzramngvcrficy2no44 340 1 2006 2006 CD work_v44vkh6bzramngvcrficy2no44 340 2 . . . work_v44vkh6bzramngvcrficy2no44 341 1 Distor- Distor- NNP work_v44vkh6bzramngvcrficy2no44 341 2 tion tion NN work_v44vkh6bzramngvcrficy2no44 341 3 models model NNS work_v44vkh6bzramngvcrficy2no44 341 4 for for IN work_v44vkh6bzramngvcrficy2no44 341 5 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 341 6 machine machine NN work_v44vkh6bzramngvcrficy2no44 341 7 translation translation NN work_v44vkh6bzramngvcrficy2no44 341 8 . . . work_v44vkh6bzramngvcrficy2no44 342 1 In in IN work_v44vkh6bzramngvcrficy2no44 342 2 Pro- Pro- NNP work_v44vkh6bzramngvcrficy2no44 342 3 ceedings ceeding NNS work_v44vkh6bzramngvcrficy2no44 342 4 of of IN work_v44vkh6bzramngvcrficy2no44 342 5 the the DT work_v44vkh6bzramngvcrficy2no44 342 6 21st 21st JJ work_v44vkh6bzramngvcrficy2no44 342 7 International International NNP work_v44vkh6bzramngvcrficy2no44 342 8 Conference Conference NNP work_v44vkh6bzramngvcrficy2no44 342 9 on on IN work_v44vkh6bzramngvcrficy2no44 342 10 Com- Com- NNP work_v44vkh6bzramngvcrficy2no44 342 11 putational putational JJ work_v44vkh6bzramngvcrficy2no44 342 12 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 342 13 and and CC work_v44vkh6bzramngvcrficy2no44 342 14 44th 44th JJ work_v44vkh6bzramngvcrficy2no44 342 15 Annual Annual NNP work_v44vkh6bzramngvcrficy2no44 342 16 Meeting Meeting NNP work_v44vkh6bzramngvcrficy2no44 342 17 of of IN work_v44vkh6bzramngvcrficy2no44 342 18 the the DT work_v44vkh6bzramngvcrficy2no44 342 19 Association Association NNP work_v44vkh6bzramngvcrficy2no44 342 20 for for IN work_v44vkh6bzramngvcrficy2no44 342 21 Computational Computational NNP work_v44vkh6bzramngvcrficy2no44 342 22 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 342 23 , , , work_v44vkh6bzramngvcrficy2no44 342 24 pages page VBZ work_v44vkh6bzramngvcrficy2no44 342 25 529–536 529–536 CD work_v44vkh6bzramngvcrficy2no44 342 26 , , , work_v44vkh6bzramngvcrficy2no44 342 27 Sydney Sydney NNP work_v44vkh6bzramngvcrficy2no44 342 28 , , , work_v44vkh6bzramngvcrficy2no44 342 29 Australia Australia NNP work_v44vkh6bzramngvcrficy2no44 342 30 , , , work_v44vkh6bzramngvcrficy2no44 342 31 July July NNP work_v44vkh6bzramngvcrficy2no44 342 32 . . . work_v44vkh6bzramngvcrficy2no44 343 1 Jacob Jacob NNP work_v44vkh6bzramngvcrficy2no44 343 2 Andreas Andreas NNP work_v44vkh6bzramngvcrficy2no44 343 3 , , , work_v44vkh6bzramngvcrficy2no44 343 4 Nizar Nizar NNP work_v44vkh6bzramngvcrficy2no44 343 5 Habash Habash NNP work_v44vkh6bzramngvcrficy2no44 343 6 , , , work_v44vkh6bzramngvcrficy2no44 343 7 and and CC work_v44vkh6bzramngvcrficy2no44 343 8 Owen Owen NNP work_v44vkh6bzramngvcrficy2no44 343 9 Rambow Rambow NNP work_v44vkh6bzramngvcrficy2no44 343 10 . . . work_v44vkh6bzramngvcrficy2no44 344 1 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 344 2 . . . work_v44vkh6bzramngvcrficy2no44 345 1 Fuzzy fuzzy JJ work_v44vkh6bzramngvcrficy2no44 345 2 syntactic syntactic JJ work_v44vkh6bzramngvcrficy2no44 345 3 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 345 4 for for IN work_v44vkh6bzramngvcrficy2no44 345 5 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 345 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 345 7 based base VBN work_v44vkh6bzramngvcrficy2no44 345 8 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 345 9 machine machine NN work_v44vkh6bzramngvcrficy2no44 345 10 translation translation NN work_v44vkh6bzramngvcrficy2no44 345 11 . . . work_v44vkh6bzramngvcrficy2no44 346 1 In in IN work_v44vkh6bzramngvcrficy2no44 346 2 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 346 3 of of IN work_v44vkh6bzramngvcrficy2no44 346 4 the the DT work_v44vkh6bzramngvcrficy2no44 346 5 Sixth sixth JJ work_v44vkh6bzramngvcrficy2no44 346 6 Work- work- NN work_v44vkh6bzramngvcrficy2no44 346 7 shop shop NN work_v44vkh6bzramngvcrficy2no44 346 8 on on IN work_v44vkh6bzramngvcrficy2no44 346 9 Statistical Statistical NNP work_v44vkh6bzramngvcrficy2no44 346 10 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 346 11 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 346 12 , , , work_v44vkh6bzramngvcrficy2no44 346 13 pages page VBZ work_v44vkh6bzramngvcrficy2no44 346 14 227 227 CD work_v44vkh6bzramngvcrficy2no44 346 15 – – : work_v44vkh6bzramngvcrficy2no44 346 16 236 236 CD work_v44vkh6bzramngvcrficy2no44 346 17 , , , work_v44vkh6bzramngvcrficy2no44 346 18 Edinburgh Edinburgh NNP work_v44vkh6bzramngvcrficy2no44 346 19 , , , work_v44vkh6bzramngvcrficy2no44 346 20 Scotland Scotland NNP work_v44vkh6bzramngvcrficy2no44 346 21 , , , work_v44vkh6bzramngvcrficy2no44 346 22 July July NNP work_v44vkh6bzramngvcrficy2no44 346 23 . . . work_v44vkh6bzramngvcrficy2no44 347 1 Satanjeev Satanjeev NNP work_v44vkh6bzramngvcrficy2no44 347 2 Banerjee Banerjee NNP work_v44vkh6bzramngvcrficy2no44 347 3 and and CC work_v44vkh6bzramngvcrficy2no44 347 4 Alon Alon NNP work_v44vkh6bzramngvcrficy2no44 347 5 Lavie Lavie NNP work_v44vkh6bzramngvcrficy2no44 347 6 . . . work_v44vkh6bzramngvcrficy2no44 348 1 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 348 2 . . . work_v44vkh6bzramngvcrficy2no44 349 1 METEOR METEOR NNP work_v44vkh6bzramngvcrficy2no44 349 2 : : : work_v44vkh6bzramngvcrficy2no44 349 3 An an DT work_v44vkh6bzramngvcrficy2no44 349 4 automatic automatic JJ work_v44vkh6bzramngvcrficy2no44 349 5 metric metric NN work_v44vkh6bzramngvcrficy2no44 349 6 for for IN work_v44vkh6bzramngvcrficy2no44 349 7 MT MT NNP work_v44vkh6bzramngvcrficy2no44 349 8 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 349 9 with with IN work_v44vkh6bzramngvcrficy2no44 349 10 improved improved JJ work_v44vkh6bzramngvcrficy2no44 349 11 correlation correlation NN work_v44vkh6bzramngvcrficy2no44 349 12 with with IN work_v44vkh6bzramngvcrficy2no44 349 13 human human JJ work_v44vkh6bzramngvcrficy2no44 349 14 judgments judgment NNS work_v44vkh6bzramngvcrficy2no44 349 15 . . . work_v44vkh6bzramngvcrficy2no44 350 1 In in IN work_v44vkh6bzramngvcrficy2no44 350 2 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 350 3 of of IN work_v44vkh6bzramngvcrficy2no44 350 4 the the DT work_v44vkh6bzramngvcrficy2no44 350 5 ACL ACL NNP work_v44vkh6bzramngvcrficy2no44 350 6 Workshop Workshop NNP work_v44vkh6bzramngvcrficy2no44 350 7 on on IN work_v44vkh6bzramngvcrficy2no44 350 8 Intrinsic Intrinsic NNP work_v44vkh6bzramngvcrficy2no44 350 9 and and CC work_v44vkh6bzramngvcrficy2no44 350 10 Extrinsic Extrinsic NNP work_v44vkh6bzramngvcrficy2no44 350 11 Evalu- Evalu- NNP work_v44vkh6bzramngvcrficy2no44 350 12 ation ation NN work_v44vkh6bzramngvcrficy2no44 350 13 Measures measure NNS work_v44vkh6bzramngvcrficy2no44 350 14 for for IN work_v44vkh6bzramngvcrficy2no44 350 15 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 350 16 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 350 17 and/or and/or CC work_v44vkh6bzramngvcrficy2no44 350 18 Sum- Sum- NNP work_v44vkh6bzramngvcrficy2no44 350 19 marization marization NN work_v44vkh6bzramngvcrficy2no44 350 20 , , , work_v44vkh6bzramngvcrficy2no44 350 21 pages page VBZ work_v44vkh6bzramngvcrficy2no44 350 22 65–72 65–72 CD work_v44vkh6bzramngvcrficy2no44 350 23 , , , work_v44vkh6bzramngvcrficy2no44 350 24 Ann Ann NNP work_v44vkh6bzramngvcrficy2no44 350 25 Arbor Arbor NNP work_v44vkh6bzramngvcrficy2no44 350 26 , , , work_v44vkh6bzramngvcrficy2no44 350 27 Michigan Michigan NNP work_v44vkh6bzramngvcrficy2no44 350 28 , , , work_v44vkh6bzramngvcrficy2no44 350 29 June June NNP work_v44vkh6bzramngvcrficy2no44 350 30 . . . work_v44vkh6bzramngvcrficy2no44 351 1 A. A. NNP work_v44vkh6bzramngvcrficy2no44 351 2 L. L. NNP work_v44vkh6bzramngvcrficy2no44 351 3 Berger Berger NNP work_v44vkh6bzramngvcrficy2no44 351 4 , , , work_v44vkh6bzramngvcrficy2no44 351 5 P. P. NNP work_v44vkh6bzramngvcrficy2no44 351 6 F. F. NNP work_v44vkh6bzramngvcrficy2no44 351 7 Brown Brown NNP work_v44vkh6bzramngvcrficy2no44 351 8 , , , work_v44vkh6bzramngvcrficy2no44 351 9 S. S. NNP work_v44vkh6bzramngvcrficy2no44 351 10 A. a. NN work_v44vkh6bzramngvcrficy2no44 351 11 Della Della NNP work_v44vkh6bzramngvcrficy2no44 351 12 Pietra Pietra NNP work_v44vkh6bzramngvcrficy2no44 351 13 , , , work_v44vkh6bzramngvcrficy2no44 351 14 V. V. NNP work_v44vkh6bzramngvcrficy2no44 351 15 J. J. NNP work_v44vkh6bzramngvcrficy2no44 351 16 Della Della NNP work_v44vkh6bzramngvcrficy2no44 351 17 Pietra Pietra NNP work_v44vkh6bzramngvcrficy2no44 351 18 , , , work_v44vkh6bzramngvcrficy2no44 351 19 J. J. NNP work_v44vkh6bzramngvcrficy2no44 351 20 R. R. NNP work_v44vkh6bzramngvcrficy2no44 351 21 Gillett Gillett NNP work_v44vkh6bzramngvcrficy2no44 351 22 , , , work_v44vkh6bzramngvcrficy2no44 351 23 A. A. NNP work_v44vkh6bzramngvcrficy2no44 351 24 S. S. NNP work_v44vkh6bzramngvcrficy2no44 351 25 Kehler Kehler NNP work_v44vkh6bzramngvcrficy2no44 351 26 , , , work_v44vkh6bzramngvcrficy2no44 351 27 and and CC work_v44vkh6bzramngvcrficy2no44 351 28 R. R. NNP work_v44vkh6bzramngvcrficy2no44 351 29 L. L. NNP work_v44vkh6bzramngvcrficy2no44 351 30 Mercer Mercer NNP work_v44vkh6bzramngvcrficy2no44 351 31 . . . work_v44vkh6bzramngvcrficy2no44 352 1 1996 1996 CD work_v44vkh6bzramngvcrficy2no44 352 2 . . . work_v44vkh6bzramngvcrficy2no44 353 1 Language language NN work_v44vkh6bzramngvcrficy2no44 353 2 translation translation NN work_v44vkh6bzramngvcrficy2no44 353 3 apparatus apparatus NN work_v44vkh6bzramngvcrficy2no44 353 4 and and CC work_v44vkh6bzramngvcrficy2no44 353 5 method method NN work_v44vkh6bzramngvcrficy2no44 353 6 of of IN work_v44vkh6bzramngvcrficy2no44 353 7 using use VBG work_v44vkh6bzramngvcrficy2no44 353 8 context context NN work_v44vkh6bzramngvcrficy2no44 353 9 - - HYPH work_v44vkh6bzramngvcrficy2no44 353 10 based base VBN work_v44vkh6bzramngvcrficy2no44 353 11 translation translation NN work_v44vkh6bzramngvcrficy2no44 353 12 models model NNS work_v44vkh6bzramngvcrficy2no44 353 13 . . . work_v44vkh6bzramngvcrficy2no44 354 1 United United NNP work_v44vkh6bzramngvcrficy2no44 354 2 States States NNP work_v44vkh6bzramngvcrficy2no44 354 3 Patent Patent NNP work_v44vkh6bzramngvcrficy2no44 354 4 , , , work_v44vkh6bzramngvcrficy2no44 354 5 No no UH work_v44vkh6bzramngvcrficy2no44 354 6 . . . work_v44vkh6bzramngvcrficy2no44 355 1 5510981 5510981 CD work_v44vkh6bzramngvcrficy2no44 355 2 , , , work_v44vkh6bzramngvcrficy2no44 355 3 Apr. April NNP work_v44vkh6bzramngvcrficy2no44 356 1 Alexandra Alexandra NNP work_v44vkh6bzramngvcrficy2no44 356 2 Birch Birch NNP work_v44vkh6bzramngvcrficy2no44 356 3 , , , work_v44vkh6bzramngvcrficy2no44 356 4 Phil Phil NNP work_v44vkh6bzramngvcrficy2no44 356 5 Blunsom Blunsom NNP work_v44vkh6bzramngvcrficy2no44 356 6 , , , work_v44vkh6bzramngvcrficy2no44 356 7 and and CC work_v44vkh6bzramngvcrficy2no44 356 8 Miles Miles NNP work_v44vkh6bzramngvcrficy2no44 356 9 Osborne Osborne NNP work_v44vkh6bzramngvcrficy2no44 356 10 . . . work_v44vkh6bzramngvcrficy2no44 357 1 2009 2009 CD work_v44vkh6bzramngvcrficy2no44 357 2 . . . work_v44vkh6bzramngvcrficy2no44 358 1 A a DT work_v44vkh6bzramngvcrficy2no44 358 2 quantitative quantitative JJ work_v44vkh6bzramngvcrficy2no44 358 3 analysis analysis NN work_v44vkh6bzramngvcrficy2no44 358 4 of of IN work_v44vkh6bzramngvcrficy2no44 358 5 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 358 6 phenom- phenom- NNP work_v44vkh6bzramngvcrficy2no44 358 7 ena ena NNP work_v44vkh6bzramngvcrficy2no44 358 8 . . . work_v44vkh6bzramngvcrficy2no44 359 1 In in IN work_v44vkh6bzramngvcrficy2no44 359 2 StatMT StatMT NNP work_v44vkh6bzramngvcrficy2no44 359 3 ’ ’ POS work_v44vkh6bzramngvcrficy2no44 359 4 09 09 CD work_v44vkh6bzramngvcrficy2no44 359 5 : : : work_v44vkh6bzramngvcrficy2no44 359 6 Proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 359 7 of of IN work_v44vkh6bzramngvcrficy2no44 359 8 the the DT work_v44vkh6bzramngvcrficy2no44 359 9 Fourth Fourth NNP work_v44vkh6bzramngvcrficy2no44 359 10 Work- Work- NNP work_v44vkh6bzramngvcrficy2no44 359 11 shop shop NN work_v44vkh6bzramngvcrficy2no44 359 12 on on IN work_v44vkh6bzramngvcrficy2no44 359 13 Statistical Statistical NNP work_v44vkh6bzramngvcrficy2no44 359 14 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 359 15 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 359 16 , , , work_v44vkh6bzramngvcrficy2no44 359 17 pages page VBZ work_v44vkh6bzramngvcrficy2no44 359 18 197 197 CD work_v44vkh6bzramngvcrficy2no44 359 19 – – : work_v44vkh6bzramngvcrficy2no44 359 20 205 205 CD work_v44vkh6bzramngvcrficy2no44 359 21 , , , work_v44vkh6bzramngvcrficy2no44 359 22 Morristown Morristown NNP work_v44vkh6bzramngvcrficy2no44 359 23 , , , work_v44vkh6bzramngvcrficy2no44 359 24 NJ NJ NNP work_v44vkh6bzramngvcrficy2no44 359 25 , , , work_v44vkh6bzramngvcrficy2no44 359 26 USA USA NNP work_v44vkh6bzramngvcrficy2no44 359 27 . . . work_v44vkh6bzramngvcrficy2no44 360 1 Alexandra Alexandra NNP work_v44vkh6bzramngvcrficy2no44 360 2 Birch Birch NNP work_v44vkh6bzramngvcrficy2no44 360 3 , , , work_v44vkh6bzramngvcrficy2no44 360 4 Miles Miles NNP work_v44vkh6bzramngvcrficy2no44 360 5 Osborne Osborne NNP work_v44vkh6bzramngvcrficy2no44 360 6 , , , work_v44vkh6bzramngvcrficy2no44 360 7 and and CC work_v44vkh6bzramngvcrficy2no44 360 8 Phil Phil NNP work_v44vkh6bzramngvcrficy2no44 360 9 Blunsom Blunsom NNP work_v44vkh6bzramngvcrficy2no44 360 10 . . . work_v44vkh6bzramngvcrficy2no44 361 1 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 361 2 . . . work_v44vkh6bzramngvcrficy2no44 362 1 Metrics metric NNS work_v44vkh6bzramngvcrficy2no44 362 2 for for IN work_v44vkh6bzramngvcrficy2no44 362 3 MT MT NNP work_v44vkh6bzramngvcrficy2no44 362 4 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 362 5 : : : work_v44vkh6bzramngvcrficy2no44 362 6 evaluating evaluate VBG work_v44vkh6bzramngvcrficy2no44 362 7 reorder- reorder- NNP work_v44vkh6bzramngvcrficy2no44 362 8 ing ing NNP work_v44vkh6bzramngvcrficy2no44 362 9 . . . work_v44vkh6bzramngvcrficy2no44 363 1 Machine machine NN work_v44vkh6bzramngvcrficy2no44 363 2 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 363 3 , , , work_v44vkh6bzramngvcrficy2no44 363 4 24(1):15–26 24(1):15–26 CD work_v44vkh6bzramngvcrficy2no44 363 5 . . . work_v44vkh6bzramngvcrficy2no44 364 1 Arianna Arianna NNP work_v44vkh6bzramngvcrficy2no44 364 2 Bisazza Bisazza NNP work_v44vkh6bzramngvcrficy2no44 364 3 and and CC work_v44vkh6bzramngvcrficy2no44 364 4 Marcello Marcello NNP work_v44vkh6bzramngvcrficy2no44 364 5 Federico Federico NNP work_v44vkh6bzramngvcrficy2no44 364 6 . . . work_v44vkh6bzramngvcrficy2no44 365 1 2012 2012 CD work_v44vkh6bzramngvcrficy2no44 365 2 . . . work_v44vkh6bzramngvcrficy2no44 366 1 Modi- Modi- NNP work_v44vkh6bzramngvcrficy2no44 366 2 fied fie VBD work_v44vkh6bzramngvcrficy2no44 366 3 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 366 4 matrices matrix NNS work_v44vkh6bzramngvcrficy2no44 366 5 for for IN work_v44vkh6bzramngvcrficy2no44 366 6 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 366 7 - - HYPH work_v44vkh6bzramngvcrficy2no44 366 8 based base VBN work_v44vkh6bzramngvcrficy2no44 366 9 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 366 10 ma- ma- JJ work_v44vkh6bzramngvcrficy2no44 366 11 chine chine JJ work_v44vkh6bzramngvcrficy2no44 366 12 translation translation NN work_v44vkh6bzramngvcrficy2no44 366 13 . . . work_v44vkh6bzramngvcrficy2no44 367 1 In in IN work_v44vkh6bzramngvcrficy2no44 367 2 Proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 367 3 of of IN work_v44vkh6bzramngvcrficy2no44 367 4 the the DT work_v44vkh6bzramngvcrficy2no44 367 5 50th 50th JJ work_v44vkh6bzramngvcrficy2no44 367 6 Annual Annual NNP work_v44vkh6bzramngvcrficy2no44 367 7 Meeting Meeting NNP work_v44vkh6bzramngvcrficy2no44 367 8 of of IN work_v44vkh6bzramngvcrficy2no44 367 9 the the DT work_v44vkh6bzramngvcrficy2no44 367 10 Association Association NNP work_v44vkh6bzramngvcrficy2no44 367 11 for for IN work_v44vkh6bzramngvcrficy2no44 367 12 Computational Computational NNP work_v44vkh6bzramngvcrficy2no44 367 13 Linguis- Linguis- NNP work_v44vkh6bzramngvcrficy2no44 367 14 tics tic NNS work_v44vkh6bzramngvcrficy2no44 367 15 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 367 16 Volume volume NN work_v44vkh6bzramngvcrficy2no44 367 17 1 1 CD work_v44vkh6bzramngvcrficy2no44 367 18 : : : work_v44vkh6bzramngvcrficy2no44 367 19 Long Long NNP work_v44vkh6bzramngvcrficy2no44 367 20 Papers Papers NNPS work_v44vkh6bzramngvcrficy2no44 367 21 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 367 22 , , , work_v44vkh6bzramngvcrficy2no44 367 23 pages page VBZ work_v44vkh6bzramngvcrficy2no44 367 24 478–487 478–487 CD work_v44vkh6bzramngvcrficy2no44 367 25 , , , work_v44vkh6bzramngvcrficy2no44 367 26 Jeju Jeju NNP work_v44vkh6bzramngvcrficy2no44 367 27 Is- Is- NNP work_v44vkh6bzramngvcrficy2no44 367 28 land land NN work_v44vkh6bzramngvcrficy2no44 367 29 , , , work_v44vkh6bzramngvcrficy2no44 367 30 Korea Korea NNP work_v44vkh6bzramngvcrficy2no44 367 31 , , , work_v44vkh6bzramngvcrficy2no44 367 32 July July NNP work_v44vkh6bzramngvcrficy2no44 367 33 . . . work_v44vkh6bzramngvcrficy2no44 368 1 Arianna Arianna NNP work_v44vkh6bzramngvcrficy2no44 368 2 Bisazza Bisazza NNP work_v44vkh6bzramngvcrficy2no44 368 3 , , , work_v44vkh6bzramngvcrficy2no44 368 4 Daniele Daniele NNP work_v44vkh6bzramngvcrficy2no44 368 5 Pighin Pighin NNP work_v44vkh6bzramngvcrficy2no44 368 6 , , , work_v44vkh6bzramngvcrficy2no44 368 7 and and CC work_v44vkh6bzramngvcrficy2no44 368 8 Marcello Marcello NNP work_v44vkh6bzramngvcrficy2no44 368 9 Fed- Fed- NNP work_v44vkh6bzramngvcrficy2no44 368 10 erico erico NN work_v44vkh6bzramngvcrficy2no44 368 11 . . . work_v44vkh6bzramngvcrficy2no44 369 1 2012 2012 CD work_v44vkh6bzramngvcrficy2no44 369 2 . . . work_v44vkh6bzramngvcrficy2no44 370 1 Chunk chunk NN work_v44vkh6bzramngvcrficy2no44 370 2 - - HYPH work_v44vkh6bzramngvcrficy2no44 370 3 lattices lattice NNS work_v44vkh6bzramngvcrficy2no44 370 4 for for IN work_v44vkh6bzramngvcrficy2no44 370 5 verb verb JJ work_v44vkh6bzramngvcrficy2no44 370 6 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 370 7 in in IN work_v44vkh6bzramngvcrficy2no44 370 8 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 370 9 - - HYPH work_v44vkh6bzramngvcrficy2no44 370 10 English english JJ work_v44vkh6bzramngvcrficy2no44 370 11 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 370 12 machine machine NN work_v44vkh6bzramngvcrficy2no44 370 13 translation translation NN work_v44vkh6bzramngvcrficy2no44 370 14 . . . work_v44vkh6bzramngvcrficy2no44 371 1 Ma- ma- DT work_v44vkh6bzramngvcrficy2no44 371 2 chine chine NN work_v44vkh6bzramngvcrficy2no44 371 3 Translation translation NN work_v44vkh6bzramngvcrficy2no44 371 4 , , , work_v44vkh6bzramngvcrficy2no44 371 5 Special Special NNP work_v44vkh6bzramngvcrficy2no44 371 6 Issue Issue NNP work_v44vkh6bzramngvcrficy2no44 371 7 on on IN work_v44vkh6bzramngvcrficy2no44 371 8 MT MT NNP work_v44vkh6bzramngvcrficy2no44 371 9 for for IN work_v44vkh6bzramngvcrficy2no44 371 10 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 371 11 , , , work_v44vkh6bzramngvcrficy2no44 371 12 26(1 26(1 CD work_v44vkh6bzramngvcrficy2no44 371 13 - - HYPH work_v44vkh6bzramngvcrficy2no44 371 14 2):85–103 2):85–103 CD work_v44vkh6bzramngvcrficy2no44 371 15 . . . work_v44vkh6bzramngvcrficy2no44 372 1 Arianna Arianna NNP work_v44vkh6bzramngvcrficy2no44 372 2 Bisazza Bisazza NNP work_v44vkh6bzramngvcrficy2no44 372 3 . . . work_v44vkh6bzramngvcrficy2no44 373 1 2013 2013 CD work_v44vkh6bzramngvcrficy2no44 373 2 . . . work_v44vkh6bzramngvcrficy2no44 374 1 Linguistically linguistically RB work_v44vkh6bzramngvcrficy2no44 374 2 Motivated motivated JJ work_v44vkh6bzramngvcrficy2no44 374 3 Re- Re- NNP work_v44vkh6bzramngvcrficy2no44 374 4 ordering order VBG work_v44vkh6bzramngvcrficy2no44 374 5 Modeling model VBG work_v44vkh6bzramngvcrficy2no44 374 6 for for IN work_v44vkh6bzramngvcrficy2no44 374 7 Phrase Phrase NNP work_v44vkh6bzramngvcrficy2no44 374 8 - - HYPH work_v44vkh6bzramngvcrficy2no44 374 9 Based Based NNP work_v44vkh6bzramngvcrficy2no44 374 10 Statistical Statistical NNP work_v44vkh6bzramngvcrficy2no44 374 11 Ma- Ma- NNP work_v44vkh6bzramngvcrficy2no44 374 12 chine chine NN work_v44vkh6bzramngvcrficy2no44 374 13 Translation translation NN work_v44vkh6bzramngvcrficy2no44 374 14 . . . work_v44vkh6bzramngvcrficy2no44 375 1 Ph.D. Ph.D. NNP work_v44vkh6bzramngvcrficy2no44 375 2 thesis thesis NNP work_v44vkh6bzramngvcrficy2no44 375 3 , , , work_v44vkh6bzramngvcrficy2no44 375 4 University University NNP work_v44vkh6bzramngvcrficy2no44 375 5 of of IN work_v44vkh6bzramngvcrficy2no44 375 6 Trento Trento NNP work_v44vkh6bzramngvcrficy2no44 375 7 . . . work_v44vkh6bzramngvcrficy2no44 376 1 http://eprints-phd.biblio.unitn.it/1019/. http://eprints-phd.biblio.unitn.it/1019/. NNP work_v44vkh6bzramngvcrficy2no44 377 1 Marine Marine NNP work_v44vkh6bzramngvcrficy2no44 377 2 Carpuat Carpuat NNP work_v44vkh6bzramngvcrficy2no44 377 3 , , , work_v44vkh6bzramngvcrficy2no44 377 4 Yuval Yuval NNP work_v44vkh6bzramngvcrficy2no44 377 5 Marton Marton NNP work_v44vkh6bzramngvcrficy2no44 377 6 , , , work_v44vkh6bzramngvcrficy2no44 377 7 and and CC work_v44vkh6bzramngvcrficy2no44 377 8 Nizar Nizar NNP work_v44vkh6bzramngvcrficy2no44 377 9 Habash Habash NNP work_v44vkh6bzramngvcrficy2no44 377 10 . . . work_v44vkh6bzramngvcrficy2no44 378 1 2012 2012 CD work_v44vkh6bzramngvcrficy2no44 378 2 . . . work_v44vkh6bzramngvcrficy2no44 379 1 Improved Improved NNP work_v44vkh6bzramngvcrficy2no44 379 2 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 379 3 - - HYPH work_v44vkh6bzramngvcrficy2no44 379 4 to to IN work_v44vkh6bzramngvcrficy2no44 379 5 - - HYPH work_v44vkh6bzramngvcrficy2no44 379 6 English english JJ work_v44vkh6bzramngvcrficy2no44 379 7 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 379 8 machine machine NN work_v44vkh6bzramngvcrficy2no44 379 9 trans- trans- JJ work_v44vkh6bzramngvcrficy2no44 379 10 lation lation NN work_v44vkh6bzramngvcrficy2no44 379 11 by by IN work_v44vkh6bzramngvcrficy2no44 379 12 reordering reorder VBG work_v44vkh6bzramngvcrficy2no44 379 13 post post JJ work_v44vkh6bzramngvcrficy2no44 379 14 - - JJ work_v44vkh6bzramngvcrficy2no44 379 15 verbal verbal JJ work_v44vkh6bzramngvcrficy2no44 379 16 subjects subject NNS work_v44vkh6bzramngvcrficy2no44 379 17 for for IN work_v44vkh6bzramngvcrficy2no44 379 18 word word NN work_v44vkh6bzramngvcrficy2no44 379 19 alignment alignment NN work_v44vkh6bzramngvcrficy2no44 379 20 . . . work_v44vkh6bzramngvcrficy2no44 380 1 Machine machine NN work_v44vkh6bzramngvcrficy2no44 380 2 Translation translation NN work_v44vkh6bzramngvcrficy2no44 380 3 , , , work_v44vkh6bzramngvcrficy2no44 380 4 Special Special NNP work_v44vkh6bzramngvcrficy2no44 380 5 Issue Issue NNP work_v44vkh6bzramngvcrficy2no44 380 6 on on IN work_v44vkh6bzramngvcrficy2no44 380 7 MT MT NNP work_v44vkh6bzramngvcrficy2no44 380 8 for for IN work_v44vkh6bzramngvcrficy2no44 380 9 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 380 10 , , , work_v44vkh6bzramngvcrficy2no44 380 11 26(1 26(1 CD work_v44vkh6bzramngvcrficy2no44 380 12 - - HYPH work_v44vkh6bzramngvcrficy2no44 380 13 2):105–120 2):105–120 CD work_v44vkh6bzramngvcrficy2no44 380 14 . . . work_v44vkh6bzramngvcrficy2no44 381 1 Mauro Mauro NNP work_v44vkh6bzramngvcrficy2no44 381 2 Cettolo Cettolo NNP work_v44vkh6bzramngvcrficy2no44 381 3 , , , work_v44vkh6bzramngvcrficy2no44 381 4 Nicola Nicola NNP work_v44vkh6bzramngvcrficy2no44 381 5 Bertoldi Bertoldi NNP work_v44vkh6bzramngvcrficy2no44 381 6 , , , work_v44vkh6bzramngvcrficy2no44 381 7 and and CC work_v44vkh6bzramngvcrficy2no44 381 8 Marcello Marcello NNP work_v44vkh6bzramngvcrficy2no44 381 9 Federico Federico NNP work_v44vkh6bzramngvcrficy2no44 381 10 . . . work_v44vkh6bzramngvcrficy2no44 382 1 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 382 2 . . . work_v44vkh6bzramngvcrficy2no44 383 1 Methods method NNS work_v44vkh6bzramngvcrficy2no44 383 2 for for IN work_v44vkh6bzramngvcrficy2no44 383 3 smoothing smooth VBG work_v44vkh6bzramngvcrficy2no44 383 4 the the DT work_v44vkh6bzramngvcrficy2no44 383 5 optimizer optimizer NN work_v44vkh6bzramngvcrficy2no44 383 6 instability instability NN work_v44vkh6bzramngvcrficy2no44 383 7 in in IN work_v44vkh6bzramngvcrficy2no44 383 8 SMT SMT NNP work_v44vkh6bzramngvcrficy2no44 383 9 . . . work_v44vkh6bzramngvcrficy2no44 384 1 In in IN work_v44vkh6bzramngvcrficy2no44 384 2 MT MT NNP work_v44vkh6bzramngvcrficy2no44 384 3 Summit Summit NNP work_v44vkh6bzramngvcrficy2no44 384 4 XIII XIII NNP work_v44vkh6bzramngvcrficy2no44 384 5 : : : work_v44vkh6bzramngvcrficy2no44 384 6 the the DT work_v44vkh6bzramngvcrficy2no44 384 7 Thirteenth Thirteenth NNP work_v44vkh6bzramngvcrficy2no44 384 8 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 384 9 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 384 10 Summit Summit NNP work_v44vkh6bzramngvcrficy2no44 384 11 , , , work_v44vkh6bzramngvcrficy2no44 384 12 pages page NNS work_v44vkh6bzramngvcrficy2no44 384 13 32–39 32–39 RB work_v44vkh6bzramngvcrficy2no44 384 14 , , , work_v44vkh6bzramngvcrficy2no44 384 15 Xiamen Xiamen NNP work_v44vkh6bzramngvcrficy2no44 384 16 , , , work_v44vkh6bzramngvcrficy2no44 384 17 China China NNP work_v44vkh6bzramngvcrficy2no44 384 18 . . . work_v44vkh6bzramngvcrficy2no44 385 1 Stanley Stanley NNP work_v44vkh6bzramngvcrficy2no44 385 2 F. F. NNP work_v44vkh6bzramngvcrficy2no44 385 3 Chen Chen NNP work_v44vkh6bzramngvcrficy2no44 385 4 and and CC work_v44vkh6bzramngvcrficy2no44 385 5 Joshua Joshua NNP work_v44vkh6bzramngvcrficy2no44 385 6 Goodman Goodman NNP work_v44vkh6bzramngvcrficy2no44 385 7 . . . work_v44vkh6bzramngvcrficy2no44 386 1 1999 1999 CD work_v44vkh6bzramngvcrficy2no44 386 2 . . . work_v44vkh6bzramngvcrficy2no44 387 1 An an DT work_v44vkh6bzramngvcrficy2no44 387 2 empiri- empiri- JJ work_v44vkh6bzramngvcrficy2no44 387 3 cal cal JJ work_v44vkh6bzramngvcrficy2no44 387 4 study study NN work_v44vkh6bzramngvcrficy2no44 387 5 of of IN work_v44vkh6bzramngvcrficy2no44 387 6 smoothing smooth VBG work_v44vkh6bzramngvcrficy2no44 387 7 techniques technique NNS work_v44vkh6bzramngvcrficy2no44 387 8 for for IN work_v44vkh6bzramngvcrficy2no44 387 9 language language NN work_v44vkh6bzramngvcrficy2no44 387 10 model- model- NNP work_v44vkh6bzramngvcrficy2no44 387 11 ing ing NNP work_v44vkh6bzramngvcrficy2no44 387 12 . . . work_v44vkh6bzramngvcrficy2no44 388 1 Computer Computer NNP work_v44vkh6bzramngvcrficy2no44 388 2 Speech Speech NNP work_v44vkh6bzramngvcrficy2no44 388 3 and and CC work_v44vkh6bzramngvcrficy2no44 388 4 Language Language NNP work_v44vkh6bzramngvcrficy2no44 388 5 , , , work_v44vkh6bzramngvcrficy2no44 388 6 4(13):359–393 4(13):359–393 CD work_v44vkh6bzramngvcrficy2no44 388 7 . . . work_v44vkh6bzramngvcrficy2no44 389 1 Marta Marta NNP work_v44vkh6bzramngvcrficy2no44 389 2 R. R. NNP work_v44vkh6bzramngvcrficy2no44 389 3 Costa Costa NNP work_v44vkh6bzramngvcrficy2no44 389 4 - - HYPH work_v44vkh6bzramngvcrficy2no44 389 5 jussà jussà NNP work_v44vkh6bzramngvcrficy2no44 389 6 and and CC work_v44vkh6bzramngvcrficy2no44 389 7 José José NNP work_v44vkh6bzramngvcrficy2no44 389 8 A. A. NNP work_v44vkh6bzramngvcrficy2no44 389 9 R. R. NNP work_v44vkh6bzramngvcrficy2no44 389 10 Fonollosa Fonollosa NNP work_v44vkh6bzramngvcrficy2no44 389 11 . . . work_v44vkh6bzramngvcrficy2no44 390 1 2009 2009 CD work_v44vkh6bzramngvcrficy2no44 390 2 . . . work_v44vkh6bzramngvcrficy2no44 391 1 State state NN work_v44vkh6bzramngvcrficy2no44 391 2 - - HYPH work_v44vkh6bzramngvcrficy2no44 391 3 of of IN work_v44vkh6bzramngvcrficy2no44 391 4 - - HYPH work_v44vkh6bzramngvcrficy2no44 391 5 the the DT work_v44vkh6bzramngvcrficy2no44 391 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 391 7 art art NN work_v44vkh6bzramngvcrficy2no44 391 8 word word NN work_v44vkh6bzramngvcrficy2no44 391 9 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 391 10 approaches approach NNS work_v44vkh6bzramngvcrficy2no44 391 11 in in IN work_v44vkh6bzramngvcrficy2no44 391 12 statisti- statisti- NNP work_v44vkh6bzramngvcrficy2no44 391 13 cal cal NN work_v44vkh6bzramngvcrficy2no44 391 14 machine machine NN work_v44vkh6bzramngvcrficy2no44 391 15 translation translation NN work_v44vkh6bzramngvcrficy2no44 391 16 : : : work_v44vkh6bzramngvcrficy2no44 391 17 A a DT work_v44vkh6bzramngvcrficy2no44 391 18 survey survey NN work_v44vkh6bzramngvcrficy2no44 391 19 . . . work_v44vkh6bzramngvcrficy2no44 392 1 IEICE ieice NN work_v44vkh6bzramngvcrficy2no44 392 2 TRANSAC- TRANSAC- NNS work_v44vkh6bzramngvcrficy2no44 392 3 TIONS tion VBZ work_v44vkh6bzramngvcrficy2no44 392 4 on on IN work_v44vkh6bzramngvcrficy2no44 392 5 Information Information NNP work_v44vkh6bzramngvcrficy2no44 392 6 and and CC work_v44vkh6bzramngvcrficy2no44 392 7 Systems Systems NNPS work_v44vkh6bzramngvcrficy2no44 392 8 , , , work_v44vkh6bzramngvcrficy2no44 392 9 E92-D(11):2179 E92-D(11):2179 NNP work_v44vkh6bzramngvcrficy2no44 392 10 – – : work_v44vkh6bzramngvcrficy2no44 392 11 2185 2185 CD work_v44vkh6bzramngvcrficy2no44 392 12 . . . work_v44vkh6bzramngvcrficy2no44 393 1 Koby Koby NNP work_v44vkh6bzramngvcrficy2no44 393 2 Crammer Crammer NNP work_v44vkh6bzramngvcrficy2no44 393 3 and and CC work_v44vkh6bzramngvcrficy2no44 393 4 Yoram Yoram NNP work_v44vkh6bzramngvcrficy2no44 393 5 Singer Singer NNP work_v44vkh6bzramngvcrficy2no44 393 6 . . . work_v44vkh6bzramngvcrficy2no44 394 1 2003 2003 CD work_v44vkh6bzramngvcrficy2no44 394 2 . . . work_v44vkh6bzramngvcrficy2no44 395 1 Ultraconser- Ultraconser- NNP work_v44vkh6bzramngvcrficy2no44 395 2 vative vative JJ work_v44vkh6bzramngvcrficy2no44 395 3 online online JJ work_v44vkh6bzramngvcrficy2no44 395 4 algorithms algorithm NNS work_v44vkh6bzramngvcrficy2no44 395 5 for for IN work_v44vkh6bzramngvcrficy2no44 395 6 multiclass multiclass NN work_v44vkh6bzramngvcrficy2no44 395 7 problems problem NNS work_v44vkh6bzramngvcrficy2no44 395 8 . . . work_v44vkh6bzramngvcrficy2no44 396 1 J. J. NNP work_v44vkh6bzramngvcrficy2no44 396 2 Mach Mach NNP work_v44vkh6bzramngvcrficy2no44 396 3 . . . work_v44vkh6bzramngvcrficy2no44 397 1 Learn learn VB work_v44vkh6bzramngvcrficy2no44 397 2 . . . work_v44vkh6bzramngvcrficy2no44 398 1 Res Res NNP work_v44vkh6bzramngvcrficy2no44 398 2 . . NNP work_v44vkh6bzramngvcrficy2no44 398 3 , , , work_v44vkh6bzramngvcrficy2no44 398 4 3:951–991 3:951–991 CD work_v44vkh6bzramngvcrficy2no44 398 5 , , , work_v44vkh6bzramngvcrficy2no44 398 6 March March NNP work_v44vkh6bzramngvcrficy2no44 398 7 . . . work_v44vkh6bzramngvcrficy2no44 399 1 Hal Hal NNP work_v44vkh6bzramngvcrficy2no44 399 2 Daumé Daumé NNP work_v44vkh6bzramngvcrficy2no44 399 3 III iii CD work_v44vkh6bzramngvcrficy2no44 399 4 . . . work_v44vkh6bzramngvcrficy2no44 400 1 2004 2004 CD work_v44vkh6bzramngvcrficy2no44 400 2 . . . work_v44vkh6bzramngvcrficy2no44 401 1 Notes note NNS work_v44vkh6bzramngvcrficy2no44 401 2 on on IN work_v44vkh6bzramngvcrficy2no44 401 3 CG CG NNP work_v44vkh6bzramngvcrficy2no44 401 4 and and CC work_v44vkh6bzramngvcrficy2no44 401 5 LM LM NNP work_v44vkh6bzramngvcrficy2no44 401 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 401 7 BFGS BFGS NNP work_v44vkh6bzramngvcrficy2no44 401 8 op- op- XX work_v44vkh6bzramngvcrficy2no44 401 9 timization timization NN work_v44vkh6bzramngvcrficy2no44 401 10 of of IN work_v44vkh6bzramngvcrficy2no44 401 11 logistic logistic JJ work_v44vkh6bzramngvcrficy2no44 401 12 regression regression NN work_v44vkh6bzramngvcrficy2no44 401 13 . . . work_v44vkh6bzramngvcrficy2no44 402 1 Paper paper NN work_v44vkh6bzramngvcrficy2no44 402 2 available available JJ work_v44vkh6bzramngvcrficy2no44 402 3 at at IN work_v44vkh6bzramngvcrficy2no44 402 4 http://pub.hal3.name http://pub.hal3.name CD work_v44vkh6bzramngvcrficy2no44 402 5 , , , work_v44vkh6bzramngvcrficy2no44 402 6 implementation implementation NN work_v44vkh6bzramngvcrficy2no44 402 7 avail- avail- XX work_v44vkh6bzramngvcrficy2no44 402 8 able able JJ work_v44vkh6bzramngvcrficy2no44 402 9 at at IN work_v44vkh6bzramngvcrficy2no44 402 10 http://hal3.name/megam http://hal3.name/megam ADD work_v44vkh6bzramngvcrficy2no44 402 11 . . . work_v44vkh6bzramngvcrficy2no44 403 1 Mona Mona NNP work_v44vkh6bzramngvcrficy2no44 403 2 Diab Diab NNP work_v44vkh6bzramngvcrficy2no44 403 3 , , , work_v44vkh6bzramngvcrficy2no44 403 4 Kadri Kadri NNP work_v44vkh6bzramngvcrficy2no44 403 5 Hacioglu Hacioglu NNP work_v44vkh6bzramngvcrficy2no44 403 6 , , , work_v44vkh6bzramngvcrficy2no44 403 7 and and CC work_v44vkh6bzramngvcrficy2no44 403 8 Daniel Daniel NNP work_v44vkh6bzramngvcrficy2no44 403 9 Jurafsky Jurafsky NNP work_v44vkh6bzramngvcrficy2no44 403 10 . . . work_v44vkh6bzramngvcrficy2no44 404 1 2004 2004 CD work_v44vkh6bzramngvcrficy2no44 404 2 . . . work_v44vkh6bzramngvcrficy2no44 405 1 Automatic automatic JJ work_v44vkh6bzramngvcrficy2no44 405 2 Tagging Tagging NNP work_v44vkh6bzramngvcrficy2no44 405 3 of of IN work_v44vkh6bzramngvcrficy2no44 405 4 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 405 5 Text Text NNP work_v44vkh6bzramngvcrficy2no44 405 6 : : : work_v44vkh6bzramngvcrficy2no44 405 7 From from IN work_v44vkh6bzramngvcrficy2no44 405 8 Raw Raw NNP work_v44vkh6bzramngvcrficy2no44 405 9 Text Text NNP work_v44vkh6bzramngvcrficy2no44 405 10 to to IN work_v44vkh6bzramngvcrficy2no44 405 11 Base Base NNP work_v44vkh6bzramngvcrficy2no44 405 12 Phrase Phrase NNP work_v44vkh6bzramngvcrficy2no44 405 13 Chunks Chunks NNPS work_v44vkh6bzramngvcrficy2no44 405 14 . . . work_v44vkh6bzramngvcrficy2no44 406 1 In in IN work_v44vkh6bzramngvcrficy2no44 406 2 Daniel Daniel NNP work_v44vkh6bzramngvcrficy2no44 406 3 Marcu Marcu NNP work_v44vkh6bzramngvcrficy2no44 406 4 Susan Susan NNP work_v44vkh6bzramngvcrficy2no44 406 5 Dumais Dumais NNP work_v44vkh6bzramngvcrficy2no44 406 6 and and CC work_v44vkh6bzramngvcrficy2no44 406 7 Salim Salim NNP work_v44vkh6bzramngvcrficy2no44 406 8 Roukos Roukos NNP work_v44vkh6bzramngvcrficy2no44 406 9 , , , work_v44vkh6bzramngvcrficy2no44 406 10 editors editor NNS work_v44vkh6bzramngvcrficy2no44 406 11 , , , work_v44vkh6bzramngvcrficy2no44 406 12 HLT HLT NNP work_v44vkh6bzramngvcrficy2no44 406 13 - - HYPH work_v44vkh6bzramngvcrficy2no44 406 14 NAACL NAACL NNP work_v44vkh6bzramngvcrficy2no44 406 15 2004 2004 CD work_v44vkh6bzramngvcrficy2no44 406 16 : : : work_v44vkh6bzramngvcrficy2no44 406 17 Short Short NNP work_v44vkh6bzramngvcrficy2no44 406 18 Papers Papers NNPS work_v44vkh6bzramngvcrficy2no44 406 19 , , , work_v44vkh6bzramngvcrficy2no44 406 20 pages page VBZ work_v44vkh6bzramngvcrficy2no44 406 21 149–152 149–152 CD work_v44vkh6bzramngvcrficy2no44 406 22 , , , work_v44vkh6bzramngvcrficy2no44 406 23 Boston Boston NNP work_v44vkh6bzramngvcrficy2no44 406 24 , , , work_v44vkh6bzramngvcrficy2no44 406 25 Massachusetts Massachusetts NNP work_v44vkh6bzramngvcrficy2no44 406 26 , , , work_v44vkh6bzramngvcrficy2no44 406 27 USA USA NNP work_v44vkh6bzramngvcrficy2no44 406 28 . . . work_v44vkh6bzramngvcrficy2no44 407 1 Marcello Marcello NNP work_v44vkh6bzramngvcrficy2no44 407 2 Federico Federico NNP work_v44vkh6bzramngvcrficy2no44 407 3 , , , work_v44vkh6bzramngvcrficy2no44 407 4 Nicola Nicola NNP work_v44vkh6bzramngvcrficy2no44 407 5 Bertoldi Bertoldi NNP work_v44vkh6bzramngvcrficy2no44 407 6 , , , work_v44vkh6bzramngvcrficy2no44 407 7 and and CC work_v44vkh6bzramngvcrficy2no44 407 8 Mauro Mauro NNP work_v44vkh6bzramngvcrficy2no44 407 9 Cettolo Cettolo NNP work_v44vkh6bzramngvcrficy2no44 407 10 . . . work_v44vkh6bzramngvcrficy2no44 408 1 2008 2008 CD work_v44vkh6bzramngvcrficy2no44 408 2 . . . work_v44vkh6bzramngvcrficy2no44 409 1 IRSTLM IRSTLM NNP work_v44vkh6bzramngvcrficy2no44 409 2 : : : work_v44vkh6bzramngvcrficy2no44 409 3 an an DT work_v44vkh6bzramngvcrficy2no44 409 4 Open open JJ work_v44vkh6bzramngvcrficy2no44 409 5 Source source NN work_v44vkh6bzramngvcrficy2no44 409 6 Toolkit Toolkit NNP work_v44vkh6bzramngvcrficy2no44 409 7 for for IN work_v44vkh6bzramngvcrficy2no44 409 8 Handling handle VBG work_v44vkh6bzramngvcrficy2no44 409 9 Large large JJ work_v44vkh6bzramngvcrficy2no44 409 10 Scale Scale NNP work_v44vkh6bzramngvcrficy2no44 409 11 Language language NN work_v44vkh6bzramngvcrficy2no44 409 12 Models Models NNPS work_v44vkh6bzramngvcrficy2no44 409 13 . . . work_v44vkh6bzramngvcrficy2no44 410 1 In in IN work_v44vkh6bzramngvcrficy2no44 410 2 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 410 3 of of IN work_v44vkh6bzramngvcrficy2no44 410 4 In- In- NNP work_v44vkh6bzramngvcrficy2no44 410 5 terspeech terspeech NN work_v44vkh6bzramngvcrficy2no44 410 6 , , , work_v44vkh6bzramngvcrficy2no44 410 7 pages page VBZ work_v44vkh6bzramngvcrficy2no44 410 8 1618–1621 1618–1621 CD work_v44vkh6bzramngvcrficy2no44 410 9 , , , work_v44vkh6bzramngvcrficy2no44 410 10 Melbourne Melbourne NNP work_v44vkh6bzramngvcrficy2no44 410 11 , , , work_v44vkh6bzramngvcrficy2no44 410 12 Australia Australia NNP work_v44vkh6bzramngvcrficy2no44 410 13 . . . work_v44vkh6bzramngvcrficy2no44 411 1 Minwei Minwei NNP work_v44vkh6bzramngvcrficy2no44 411 2 Feng Feng NNP work_v44vkh6bzramngvcrficy2no44 411 3 , , , work_v44vkh6bzramngvcrficy2no44 411 4 Arne Arne NNP work_v44vkh6bzramngvcrficy2no44 411 5 Mauser Mauser NNP work_v44vkh6bzramngvcrficy2no44 411 6 , , , work_v44vkh6bzramngvcrficy2no44 411 7 and and CC work_v44vkh6bzramngvcrficy2no44 411 8 Hermann Hermann NNP work_v44vkh6bzramngvcrficy2no44 411 9 Ney Ney NNP work_v44vkh6bzramngvcrficy2no44 411 10 . . . work_v44vkh6bzramngvcrficy2no44 412 1 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 412 2 . . . work_v44vkh6bzramngvcrficy2no44 413 1 A a DT work_v44vkh6bzramngvcrficy2no44 413 2 source source NN work_v44vkh6bzramngvcrficy2no44 413 3 - - HYPH work_v44vkh6bzramngvcrficy2no44 413 4 side side NN work_v44vkh6bzramngvcrficy2no44 413 5 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 413 6 sequence sequence NN work_v44vkh6bzramngvcrficy2no44 413 7 model model NN work_v44vkh6bzramngvcrficy2no44 413 8 for for IN work_v44vkh6bzramngvcrficy2no44 413 9 statisti- statisti- NNP work_v44vkh6bzramngvcrficy2no44 413 10 cal cal NNP work_v44vkh6bzramngvcrficy2no44 413 11 machine machine NN work_v44vkh6bzramngvcrficy2no44 413 12 translation translation NN work_v44vkh6bzramngvcrficy2no44 413 13 . . . work_v44vkh6bzramngvcrficy2no44 414 1 In in IN work_v44vkh6bzramngvcrficy2no44 414 2 Conference Conference NNP work_v44vkh6bzramngvcrficy2no44 414 3 of of IN work_v44vkh6bzramngvcrficy2no44 414 4 the the DT work_v44vkh6bzramngvcrficy2no44 414 5 Associa- Associa- NNP work_v44vkh6bzramngvcrficy2no44 414 6 tion tion NN work_v44vkh6bzramngvcrficy2no44 414 7 for for IN work_v44vkh6bzramngvcrficy2no44 414 8 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 414 9 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 414 10 in in IN work_v44vkh6bzramngvcrficy2no44 414 11 the the DT work_v44vkh6bzramngvcrficy2no44 414 12 Americas Americas NNPS work_v44vkh6bzramngvcrficy2no44 414 13 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 414 14 AMTA AMTA NNP work_v44vkh6bzramngvcrficy2no44 414 15 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 414 16 , , , work_v44vkh6bzramngvcrficy2no44 414 17 Denver Denver NNP work_v44vkh6bzramngvcrficy2no44 414 18 , , , work_v44vkh6bzramngvcrficy2no44 414 19 Colorado Colorado NNP work_v44vkh6bzramngvcrficy2no44 414 20 , , , work_v44vkh6bzramngvcrficy2no44 414 21 USA USA NNP work_v44vkh6bzramngvcrficy2no44 414 22 . . . work_v44vkh6bzramngvcrficy2no44 415 1 Michel Michel NNP work_v44vkh6bzramngvcrficy2no44 415 2 Galley Galley NNP work_v44vkh6bzramngvcrficy2no44 415 3 and and CC work_v44vkh6bzramngvcrficy2no44 415 4 Christopher Christopher NNP work_v44vkh6bzramngvcrficy2no44 415 5 D. D. NNP work_v44vkh6bzramngvcrficy2no44 415 6 Manning Manning NNP work_v44vkh6bzramngvcrficy2no44 415 7 . . . work_v44vkh6bzramngvcrficy2no44 416 1 2008 2008 CD work_v44vkh6bzramngvcrficy2no44 416 2 . . . work_v44vkh6bzramngvcrficy2no44 417 1 A a DT work_v44vkh6bzramngvcrficy2no44 417 2 simple simple JJ work_v44vkh6bzramngvcrficy2no44 417 3 and and CC work_v44vkh6bzramngvcrficy2no44 417 4 effective effective JJ work_v44vkh6bzramngvcrficy2no44 417 5 hierarchical hierarchical JJ work_v44vkh6bzramngvcrficy2no44 417 6 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 417 7 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 417 8 model model NN work_v44vkh6bzramngvcrficy2no44 417 9 . . . work_v44vkh6bzramngvcrficy2no44 418 1 In in IN work_v44vkh6bzramngvcrficy2no44 418 2 EMNLP EMNLP NNP work_v44vkh6bzramngvcrficy2no44 418 3 ’ ' '' work_v44vkh6bzramngvcrficy2no44 418 4 08 08 CD work_v44vkh6bzramngvcrficy2no44 418 5 : : : work_v44vkh6bzramngvcrficy2no44 418 6 Proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 418 7 of of IN work_v44vkh6bzramngvcrficy2no44 418 8 the the DT work_v44vkh6bzramngvcrficy2no44 418 9 Confer- Confer- NNP work_v44vkh6bzramngvcrficy2no44 418 10 ence ence NN work_v44vkh6bzramngvcrficy2no44 418 11 on on IN work_v44vkh6bzramngvcrficy2no44 418 12 Empirical Empirical NNP work_v44vkh6bzramngvcrficy2no44 418 13 Methods Methods NNPS work_v44vkh6bzramngvcrficy2no44 418 14 in in IN work_v44vkh6bzramngvcrficy2no44 418 15 Natural Natural NNP work_v44vkh6bzramngvcrficy2no44 418 16 Language Language NNP work_v44vkh6bzramngvcrficy2no44 418 17 Pro- Pro- NNP work_v44vkh6bzramngvcrficy2no44 418 18 cessing cessing NN work_v44vkh6bzramngvcrficy2no44 418 19 , , , work_v44vkh6bzramngvcrficy2no44 418 20 pages page VBZ work_v44vkh6bzramngvcrficy2no44 418 21 848–856 848–856 CD work_v44vkh6bzramngvcrficy2no44 418 22 , , , work_v44vkh6bzramngvcrficy2no44 418 23 Morristown Morristown NNP work_v44vkh6bzramngvcrficy2no44 418 24 , , , work_v44vkh6bzramngvcrficy2no44 418 25 NJ NJ NNP work_v44vkh6bzramngvcrficy2no44 418 26 , , , work_v44vkh6bzramngvcrficy2no44 418 27 USA USA NNP work_v44vkh6bzramngvcrficy2no44 418 28 . . . work_v44vkh6bzramngvcrficy2no44 419 1 Spence Spence NNP work_v44vkh6bzramngvcrficy2no44 419 2 Green Green NNP work_v44vkh6bzramngvcrficy2no44 419 3 , , , work_v44vkh6bzramngvcrficy2no44 419 4 Conal Conal NNP work_v44vkh6bzramngvcrficy2no44 419 5 Sathi Sathi NNP work_v44vkh6bzramngvcrficy2no44 419 6 , , , work_v44vkh6bzramngvcrficy2no44 419 7 and and CC work_v44vkh6bzramngvcrficy2no44 419 8 Christopher Christopher NNP work_v44vkh6bzramngvcrficy2no44 419 9 D. D. NNP work_v44vkh6bzramngvcrficy2no44 419 10 Man- Man- NNP work_v44vkh6bzramngvcrficy2no44 419 11 ning ning NN work_v44vkh6bzramngvcrficy2no44 419 12 . . . work_v44vkh6bzramngvcrficy2no44 420 1 2009 2009 CD work_v44vkh6bzramngvcrficy2no44 420 2 . . . work_v44vkh6bzramngvcrficy2no44 421 1 NP NP NNP work_v44vkh6bzramngvcrficy2no44 421 2 subject subject JJ work_v44vkh6bzramngvcrficy2no44 421 3 detection detection NN work_v44vkh6bzramngvcrficy2no44 421 4 in in IN work_v44vkh6bzramngvcrficy2no44 421 5 verb verb NN work_v44vkh6bzramngvcrficy2no44 421 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 421 7 initial initial JJ work_v44vkh6bzramngvcrficy2no44 421 8 Ara- Ara- NNP work_v44vkh6bzramngvcrficy2no44 421 9 bic bic JJ work_v44vkh6bzramngvcrficy2no44 421 10 clauses clause NNS work_v44vkh6bzramngvcrficy2no44 421 11 . . . work_v44vkh6bzramngvcrficy2no44 422 1 In in IN work_v44vkh6bzramngvcrficy2no44 422 2 Proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 422 3 of of IN work_v44vkh6bzramngvcrficy2no44 422 4 the the DT work_v44vkh6bzramngvcrficy2no44 422 5 Third Third NNP work_v44vkh6bzramngvcrficy2no44 422 6 Workshop Workshop NNP work_v44vkh6bzramngvcrficy2no44 422 7 338 338 CD work_v44vkh6bzramngvcrficy2no44 422 8 on on IN work_v44vkh6bzramngvcrficy2no44 422 9 Computational Computational NNP work_v44vkh6bzramngvcrficy2no44 422 10 Approaches approach NNS work_v44vkh6bzramngvcrficy2no44 422 11 to to IN work_v44vkh6bzramngvcrficy2no44 422 12 Arabic Arabic NNP work_v44vkh6bzramngvcrficy2no44 422 13 Script Script NNP work_v44vkh6bzramngvcrficy2no44 422 14 - - HYPH work_v44vkh6bzramngvcrficy2no44 422 15 based base VBN work_v44vkh6bzramngvcrficy2no44 422 16 Languages Languages NNP work_v44vkh6bzramngvcrficy2no44 422 17 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 422 18 CAASL3 CAASL3 NNP work_v44vkh6bzramngvcrficy2no44 422 19 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 422 20 , , , work_v44vkh6bzramngvcrficy2no44 422 21 Ottawa Ottawa NNP work_v44vkh6bzramngvcrficy2no44 422 22 , , , work_v44vkh6bzramngvcrficy2no44 422 23 Canada Canada NNP work_v44vkh6bzramngvcrficy2no44 422 24 . . . work_v44vkh6bzramngvcrficy2no44 423 1 Spence Spence NNP work_v44vkh6bzramngvcrficy2no44 423 2 Green Green NNP work_v44vkh6bzramngvcrficy2no44 423 3 , , , work_v44vkh6bzramngvcrficy2no44 423 4 Michel Michel NNP work_v44vkh6bzramngvcrficy2no44 423 5 Galley Galley NNP work_v44vkh6bzramngvcrficy2no44 423 6 , , , work_v44vkh6bzramngvcrficy2no44 423 7 and and CC work_v44vkh6bzramngvcrficy2no44 423 8 Christopher Christopher NNP work_v44vkh6bzramngvcrficy2no44 423 9 D. D. NNP work_v44vkh6bzramngvcrficy2no44 423 10 Man- Man- NNP work_v44vkh6bzramngvcrficy2no44 423 11 ning ning NN work_v44vkh6bzramngvcrficy2no44 423 12 . . . work_v44vkh6bzramngvcrficy2no44 424 1 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 424 2 . . . work_v44vkh6bzramngvcrficy2no44 425 1 Improved improved JJ work_v44vkh6bzramngvcrficy2no44 425 2 models model NNS work_v44vkh6bzramngvcrficy2no44 425 3 of of IN work_v44vkh6bzramngvcrficy2no44 425 4 distortion distortion NN work_v44vkh6bzramngvcrficy2no44 425 5 cost cost NN work_v44vkh6bzramngvcrficy2no44 425 6 for for IN work_v44vkh6bzramngvcrficy2no44 425 7 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 425 8 machine machine NN work_v44vkh6bzramngvcrficy2no44 425 9 translation translation NN work_v44vkh6bzramngvcrficy2no44 425 10 . . . work_v44vkh6bzramngvcrficy2no44 426 1 In in IN work_v44vkh6bzramngvcrficy2no44 426 2 Human Human NNP work_v44vkh6bzramngvcrficy2no44 426 3 Language Language NNP work_v44vkh6bzramngvcrficy2no44 426 4 Technologies Technologies NNPS work_v44vkh6bzramngvcrficy2no44 426 5 : : : work_v44vkh6bzramngvcrficy2no44 426 6 The the DT work_v44vkh6bzramngvcrficy2no44 426 7 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 426 8 Annual Annual NNP work_v44vkh6bzramngvcrficy2no44 426 9 Conference Conference NNP work_v44vkh6bzramngvcrficy2no44 426 10 of of IN work_v44vkh6bzramngvcrficy2no44 426 11 the the DT work_v44vkh6bzramngvcrficy2no44 426 12 North north JJ work_v44vkh6bzramngvcrficy2no44 426 13 American American NNP work_v44vkh6bzramngvcrficy2no44 426 14 Chapter Chapter NNP work_v44vkh6bzramngvcrficy2no44 426 15 of of IN work_v44vkh6bzramngvcrficy2no44 426 16 the the DT work_v44vkh6bzramngvcrficy2no44 426 17 Association Association NNP work_v44vkh6bzramngvcrficy2no44 426 18 for for IN work_v44vkh6bzramngvcrficy2no44 426 19 Com- Com- NNP work_v44vkh6bzramngvcrficy2no44 426 20 putational putational JJ work_v44vkh6bzramngvcrficy2no44 426 21 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 426 22 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 426 23 NAACL NAACL NNP work_v44vkh6bzramngvcrficy2no44 426 24 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 426 25 , , , work_v44vkh6bzramngvcrficy2no44 426 26 pages page VBZ work_v44vkh6bzramngvcrficy2no44 426 27 867–875 867–875 CD work_v44vkh6bzramngvcrficy2no44 426 28 , , , work_v44vkh6bzramngvcrficy2no44 426 29 Los Los NNP work_v44vkh6bzramngvcrficy2no44 426 30 Angeles Angeles NNP work_v44vkh6bzramngvcrficy2no44 426 31 , , , work_v44vkh6bzramngvcrficy2no44 426 32 California California NNP work_v44vkh6bzramngvcrficy2no44 426 33 . . . work_v44vkh6bzramngvcrficy2no44 427 1 Magnus Magnus NNP work_v44vkh6bzramngvcrficy2no44 427 2 R. R. NNP work_v44vkh6bzramngvcrficy2no44 427 3 Hestenes Hestenes NNPS work_v44vkh6bzramngvcrficy2no44 427 4 and and CC work_v44vkh6bzramngvcrficy2no44 427 5 Eduard Eduard NNP work_v44vkh6bzramngvcrficy2no44 427 6 Stiefel Stiefel NNP work_v44vkh6bzramngvcrficy2no44 427 7 . . . work_v44vkh6bzramngvcrficy2no44 428 1 1952 1952 CD work_v44vkh6bzramngvcrficy2no44 428 2 . . . work_v44vkh6bzramngvcrficy2no44 429 1 Meth- meth- JJ work_v44vkh6bzramngvcrficy2no44 429 2 ods od NNS work_v44vkh6bzramngvcrficy2no44 429 3 of of IN work_v44vkh6bzramngvcrficy2no44 429 4 conjugate conjugate JJ work_v44vkh6bzramngvcrficy2no44 429 5 gradients gradient NNS work_v44vkh6bzramngvcrficy2no44 429 6 for for IN work_v44vkh6bzramngvcrficy2no44 429 7 solving solve VBG work_v44vkh6bzramngvcrficy2no44 429 8 linear linear JJ work_v44vkh6bzramngvcrficy2no44 429 9 systems system NNS work_v44vkh6bzramngvcrficy2no44 429 10 . . . work_v44vkh6bzramngvcrficy2no44 430 1 Journal Journal NNP work_v44vkh6bzramngvcrficy2no44 430 2 of of IN work_v44vkh6bzramngvcrficy2no44 430 3 Research Research NNP work_v44vkh6bzramngvcrficy2no44 430 4 of of IN work_v44vkh6bzramngvcrficy2no44 430 5 the the DT work_v44vkh6bzramngvcrficy2no44 430 6 National National NNP work_v44vkh6bzramngvcrficy2no44 430 7 Bureau Bureau NNP work_v44vkh6bzramngvcrficy2no44 430 8 of of IN work_v44vkh6bzramngvcrficy2no44 430 9 Stan- Stan- NNP work_v44vkh6bzramngvcrficy2no44 430 10 dards dards NNP work_v44vkh6bzramngvcrficy2no44 430 11 , , , work_v44vkh6bzramngvcrficy2no44 430 12 49(6):409–436 49(6):409–436 CD work_v44vkh6bzramngvcrficy2no44 430 13 . . . work_v44vkh6bzramngvcrficy2no44 431 1 H. H. NNP work_v44vkh6bzramngvcrficy2no44 431 2 Johnson Johnson NNP work_v44vkh6bzramngvcrficy2no44 431 3 , , , work_v44vkh6bzramngvcrficy2no44 431 4 J. J. NNP work_v44vkh6bzramngvcrficy2no44 431 5 Martin Martin NNP work_v44vkh6bzramngvcrficy2no44 431 6 , , , work_v44vkh6bzramngvcrficy2no44 431 7 G. G. NNP work_v44vkh6bzramngvcrficy2no44 431 8 Foster Foster NNP work_v44vkh6bzramngvcrficy2no44 431 9 , , , work_v44vkh6bzramngvcrficy2no44 431 10 and and CC work_v44vkh6bzramngvcrficy2no44 431 11 R. R. NNP work_v44vkh6bzramngvcrficy2no44 431 12 Kuhn Kuhn NNP work_v44vkh6bzramngvcrficy2no44 431 13 . . . work_v44vkh6bzramngvcrficy2no44 432 1 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 432 2 . . . work_v44vkh6bzramngvcrficy2no44 433 1 Im- im- JJ work_v44vkh6bzramngvcrficy2no44 433 2 proving proving NN work_v44vkh6bzramngvcrficy2no44 433 3 translation translation NN work_v44vkh6bzramngvcrficy2no44 433 4 quality quality NN work_v44vkh6bzramngvcrficy2no44 433 5 by by IN work_v44vkh6bzramngvcrficy2no44 433 6 discarding discard VBG work_v44vkh6bzramngvcrficy2no44 433 7 most most JJS work_v44vkh6bzramngvcrficy2no44 433 8 of of IN work_v44vkh6bzramngvcrficy2no44 433 9 the the DT work_v44vkh6bzramngvcrficy2no44 433 10 phrasetable phrasetable JJ work_v44vkh6bzramngvcrficy2no44 433 11 . . . work_v44vkh6bzramngvcrficy2no44 434 1 In in IN work_v44vkh6bzramngvcrficy2no44 434 2 In in IN work_v44vkh6bzramngvcrficy2no44 434 3 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 434 4 of of IN work_v44vkh6bzramngvcrficy2no44 434 5 EMNLP EMNLP NNP work_v44vkh6bzramngvcrficy2no44 434 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 434 7 CoNLL CoNLL NNP work_v44vkh6bzramngvcrficy2no44 434 8 07 07 CD work_v44vkh6bzramngvcrficy2no44 434 9 , , , work_v44vkh6bzramngvcrficy2no44 434 10 pages page VBZ work_v44vkh6bzramngvcrficy2no44 434 11 967–975 967–975 CD work_v44vkh6bzramngvcrficy2no44 434 12 . . . work_v44vkh6bzramngvcrficy2no44 435 1 Philipp Philipp NNP work_v44vkh6bzramngvcrficy2no44 435 2 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 435 3 , , , work_v44vkh6bzramngvcrficy2no44 435 4 Franz Franz NNP work_v44vkh6bzramngvcrficy2no44 435 5 Josef Josef NNP work_v44vkh6bzramngvcrficy2no44 435 6 Och Och NNP work_v44vkh6bzramngvcrficy2no44 435 7 , , , work_v44vkh6bzramngvcrficy2no44 435 8 and and CC work_v44vkh6bzramngvcrficy2no44 435 9 Daniel Daniel NNP work_v44vkh6bzramngvcrficy2no44 435 10 Marcu Marcu NNP work_v44vkh6bzramngvcrficy2no44 435 11 . . . work_v44vkh6bzramngvcrficy2no44 436 1 2003 2003 CD work_v44vkh6bzramngvcrficy2no44 436 2 . . . work_v44vkh6bzramngvcrficy2no44 437 1 Statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 437 2 phrase phrase NN work_v44vkh6bzramngvcrficy2no44 437 3 - - HYPH work_v44vkh6bzramngvcrficy2no44 437 4 based base VBN work_v44vkh6bzramngvcrficy2no44 437 5 translation translation NN work_v44vkh6bzramngvcrficy2no44 437 6 . . . work_v44vkh6bzramngvcrficy2no44 438 1 In in IN work_v44vkh6bzramngvcrficy2no44 438 2 Proceed- Proceed- NNP work_v44vkh6bzramngvcrficy2no44 438 3 ings ing NNS work_v44vkh6bzramngvcrficy2no44 438 4 of of IN work_v44vkh6bzramngvcrficy2no44 438 5 HLT HLT NNP work_v44vkh6bzramngvcrficy2no44 438 6 - - HYPH work_v44vkh6bzramngvcrficy2no44 438 7 NAACL NAACL NNP work_v44vkh6bzramngvcrficy2no44 438 8 2003 2003 CD work_v44vkh6bzramngvcrficy2no44 438 9 , , , work_v44vkh6bzramngvcrficy2no44 438 10 pages page VBZ work_v44vkh6bzramngvcrficy2no44 438 11 127–133 127–133 CD work_v44vkh6bzramngvcrficy2no44 438 12 , , , work_v44vkh6bzramngvcrficy2no44 438 13 Edmonton Edmonton NNP work_v44vkh6bzramngvcrficy2no44 438 14 , , , work_v44vkh6bzramngvcrficy2no44 438 15 Canada Canada NNP work_v44vkh6bzramngvcrficy2no44 438 16 . . . work_v44vkh6bzramngvcrficy2no44 439 1 Philipp Philipp NNP work_v44vkh6bzramngvcrficy2no44 439 2 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 439 3 , , , work_v44vkh6bzramngvcrficy2no44 439 4 Amittai Amittai NNP work_v44vkh6bzramngvcrficy2no44 439 5 Axelrod Axelrod NNP work_v44vkh6bzramngvcrficy2no44 439 6 , , , work_v44vkh6bzramngvcrficy2no44 439 7 Alexandra Alexandra NNP work_v44vkh6bzramngvcrficy2no44 439 8 Birch Birch NNP work_v44vkh6bzramngvcrficy2no44 439 9 Mayne Mayne NNP work_v44vkh6bzramngvcrficy2no44 439 10 , , , work_v44vkh6bzramngvcrficy2no44 439 11 Chris Chris NNP work_v44vkh6bzramngvcrficy2no44 439 12 Callison Callison NNP work_v44vkh6bzramngvcrficy2no44 439 13 - - HYPH work_v44vkh6bzramngvcrficy2no44 439 14 Burch Burch NNP work_v44vkh6bzramngvcrficy2no44 439 15 , , , work_v44vkh6bzramngvcrficy2no44 439 16 Miles Miles NNP work_v44vkh6bzramngvcrficy2no44 439 17 Osborne Osborne NNP work_v44vkh6bzramngvcrficy2no44 439 18 , , , work_v44vkh6bzramngvcrficy2no44 439 19 and and CC work_v44vkh6bzramngvcrficy2no44 439 20 David David NNP work_v44vkh6bzramngvcrficy2no44 439 21 Talbot Talbot NNP work_v44vkh6bzramngvcrficy2no44 439 22 . . . work_v44vkh6bzramngvcrficy2no44 440 1 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 440 2 . . . work_v44vkh6bzramngvcrficy2no44 441 1 Edinburgh Edinburgh NNP work_v44vkh6bzramngvcrficy2no44 441 2 system system NN work_v44vkh6bzramngvcrficy2no44 441 3 description description NN work_v44vkh6bzramngvcrficy2no44 441 4 for for IN work_v44vkh6bzramngvcrficy2no44 441 5 the the DT work_v44vkh6bzramngvcrficy2no44 441 6 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 441 7 IWSLT IWSLT NNP work_v44vkh6bzramngvcrficy2no44 441 8 speech speech NN work_v44vkh6bzramngvcrficy2no44 441 9 translation translation NN work_v44vkh6bzramngvcrficy2no44 441 10 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 441 11 . . . work_v44vkh6bzramngvcrficy2no44 442 1 In in IN work_v44vkh6bzramngvcrficy2no44 442 2 Proc Proc NNP work_v44vkh6bzramngvcrficy2no44 442 3 . . . work_v44vkh6bzramngvcrficy2no44 443 1 of of IN work_v44vkh6bzramngvcrficy2no44 443 2 the the DT work_v44vkh6bzramngvcrficy2no44 443 3 International International NNP work_v44vkh6bzramngvcrficy2no44 443 4 Workshop Workshop NNP work_v44vkh6bzramngvcrficy2no44 443 5 on on IN work_v44vkh6bzramngvcrficy2no44 443 6 Spoken Spoken NNP work_v44vkh6bzramngvcrficy2no44 443 7 Lan- Lan- NNP work_v44vkh6bzramngvcrficy2no44 443 8 guage guage NN work_v44vkh6bzramngvcrficy2no44 443 9 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 443 10 , , , work_v44vkh6bzramngvcrficy2no44 443 11 October October NNP work_v44vkh6bzramngvcrficy2no44 443 12 . . . work_v44vkh6bzramngvcrficy2no44 444 1 P. P. NNP work_v44vkh6bzramngvcrficy2no44 444 2 Koehn Koehn NNP work_v44vkh6bzramngvcrficy2no44 444 3 , , , work_v44vkh6bzramngvcrficy2no44 444 4 H. H. NNP work_v44vkh6bzramngvcrficy2no44 444 5 Hoang Hoang NNP work_v44vkh6bzramngvcrficy2no44 444 6 , , , work_v44vkh6bzramngvcrficy2no44 444 7 A. A. NNP work_v44vkh6bzramngvcrficy2no44 444 8 Birch Birch NNP work_v44vkh6bzramngvcrficy2no44 444 9 , , , work_v44vkh6bzramngvcrficy2no44 444 10 C. C. NNP work_v44vkh6bzramngvcrficy2no44 444 11 Callison Callison NNP work_v44vkh6bzramngvcrficy2no44 444 12 - - HYPH work_v44vkh6bzramngvcrficy2no44 444 13 Burch Burch NNP work_v44vkh6bzramngvcrficy2no44 444 14 , , , work_v44vkh6bzramngvcrficy2no44 444 15 M. M. NNP work_v44vkh6bzramngvcrficy2no44 444 16 Federico Federico NNP work_v44vkh6bzramngvcrficy2no44 444 17 , , , work_v44vkh6bzramngvcrficy2no44 444 18 N. N. NNP work_v44vkh6bzramngvcrficy2no44 444 19 Bertoldi Bertoldi NNP work_v44vkh6bzramngvcrficy2no44 444 20 , , , work_v44vkh6bzramngvcrficy2no44 444 21 B. B. NNP work_v44vkh6bzramngvcrficy2no44 444 22 Cowan Cowan NNP work_v44vkh6bzramngvcrficy2no44 444 23 , , , work_v44vkh6bzramngvcrficy2no44 444 24 W. W. NNP work_v44vkh6bzramngvcrficy2no44 444 25 Shen Shen NNP work_v44vkh6bzramngvcrficy2no44 444 26 , , , work_v44vkh6bzramngvcrficy2no44 444 27 C. C. NNP work_v44vkh6bzramngvcrficy2no44 444 28 Moran Moran NNP work_v44vkh6bzramngvcrficy2no44 444 29 , , , work_v44vkh6bzramngvcrficy2no44 444 30 R. R. NNP work_v44vkh6bzramngvcrficy2no44 444 31 Zens Zens NNP work_v44vkh6bzramngvcrficy2no44 444 32 , , , work_v44vkh6bzramngvcrficy2no44 444 33 C. C. NNP work_v44vkh6bzramngvcrficy2no44 444 34 Dyer Dyer NNP work_v44vkh6bzramngvcrficy2no44 444 35 , , , work_v44vkh6bzramngvcrficy2no44 444 36 O. O. NNP work_v44vkh6bzramngvcrficy2no44 444 37 Bojar Bojar NNP work_v44vkh6bzramngvcrficy2no44 444 38 , , , work_v44vkh6bzramngvcrficy2no44 444 39 A. a. NN work_v44vkh6bzramngvcrficy2no44 444 40 Constantin Constantin NNP work_v44vkh6bzramngvcrficy2no44 444 41 , , , work_v44vkh6bzramngvcrficy2no44 444 42 and and CC work_v44vkh6bzramngvcrficy2no44 444 43 E. E. NNP work_v44vkh6bzramngvcrficy2no44 444 44 Herbst Herbst NNP work_v44vkh6bzramngvcrficy2no44 444 45 . . . work_v44vkh6bzramngvcrficy2no44 445 1 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 445 2 . . . work_v44vkh6bzramngvcrficy2no44 446 1 Moses Moses NNP work_v44vkh6bzramngvcrficy2no44 446 2 : : : work_v44vkh6bzramngvcrficy2no44 446 3 Open Open NNP work_v44vkh6bzramngvcrficy2no44 446 4 Source source NN work_v44vkh6bzramngvcrficy2no44 446 5 Toolkit Toolkit NNP work_v44vkh6bzramngvcrficy2no44 446 6 for for IN work_v44vkh6bzramngvcrficy2no44 446 7 Statistical Statistical NNP work_v44vkh6bzramngvcrficy2no44 446 8 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 446 9 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 446 10 . . . work_v44vkh6bzramngvcrficy2no44 447 1 In in IN work_v44vkh6bzramngvcrficy2no44 447 2 Proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 447 3 of of IN work_v44vkh6bzramngvcrficy2no44 447 4 the the DT work_v44vkh6bzramngvcrficy2no44 447 5 45th 45th JJ work_v44vkh6bzramngvcrficy2no44 447 6 Annual Annual NNP work_v44vkh6bzramngvcrficy2no44 447 7 Meeting Meeting NNP work_v44vkh6bzramngvcrficy2no44 447 8 of of IN work_v44vkh6bzramngvcrficy2no44 447 9 the the DT work_v44vkh6bzramngvcrficy2no44 447 10 Association Association NNP work_v44vkh6bzramngvcrficy2no44 447 11 for for IN work_v44vkh6bzramngvcrficy2no44 447 12 Com- Com- NNP work_v44vkh6bzramngvcrficy2no44 447 13 putational putational JJ work_v44vkh6bzramngvcrficy2no44 447 14 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 447 15 Companion Companion NNP work_v44vkh6bzramngvcrficy2no44 447 16 Volume Volume NNP work_v44vkh6bzramngvcrficy2no44 447 17 Proceed- Proceed- NNP work_v44vkh6bzramngvcrficy2no44 447 18 ings ing NNS work_v44vkh6bzramngvcrficy2no44 447 19 of of IN work_v44vkh6bzramngvcrficy2no44 447 20 the the DT work_v44vkh6bzramngvcrficy2no44 447 21 Demo Demo NNP work_v44vkh6bzramngvcrficy2no44 447 22 and and CC work_v44vkh6bzramngvcrficy2no44 447 23 Poster Poster NNP work_v44vkh6bzramngvcrficy2no44 447 24 Sessions Sessions NNPS work_v44vkh6bzramngvcrficy2no44 447 25 , , , work_v44vkh6bzramngvcrficy2no44 447 26 pages page NNS work_v44vkh6bzramngvcrficy2no44 447 27 177–180 177–180 CD work_v44vkh6bzramngvcrficy2no44 447 28 , , , work_v44vkh6bzramngvcrficy2no44 447 29 Prague Prague NNP work_v44vkh6bzramngvcrficy2no44 447 30 , , , work_v44vkh6bzramngvcrficy2no44 447 31 Czech Czech NNP work_v44vkh6bzramngvcrficy2no44 447 32 Republic Republic NNP work_v44vkh6bzramngvcrficy2no44 447 33 . . . work_v44vkh6bzramngvcrficy2no44 448 1 Ravi Ravi NNP work_v44vkh6bzramngvcrficy2no44 448 2 Kumar Kumar NNP work_v44vkh6bzramngvcrficy2no44 448 3 and and CC work_v44vkh6bzramngvcrficy2no44 448 4 Sergei Sergei NNP work_v44vkh6bzramngvcrficy2no44 448 5 Vassilvitskii Vassilvitskii NNP work_v44vkh6bzramngvcrficy2no44 448 6 . . . work_v44vkh6bzramngvcrficy2no44 449 1 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 449 2 . . . work_v44vkh6bzramngvcrficy2no44 450 1 General- General- NNP work_v44vkh6bzramngvcrficy2no44 450 2 ized ize VBD work_v44vkh6bzramngvcrficy2no44 450 3 distances distance NNS work_v44vkh6bzramngvcrficy2no44 450 4 between between IN work_v44vkh6bzramngvcrficy2no44 450 5 rankings ranking NNS work_v44vkh6bzramngvcrficy2no44 450 6 . . . work_v44vkh6bzramngvcrficy2no44 451 1 In in IN work_v44vkh6bzramngvcrficy2no44 451 2 Proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 451 3 of of IN work_v44vkh6bzramngvcrficy2no44 451 4 the the DT work_v44vkh6bzramngvcrficy2no44 451 5 19th 19th JJ work_v44vkh6bzramngvcrficy2no44 451 6 international international JJ work_v44vkh6bzramngvcrficy2no44 451 7 conference conference NN work_v44vkh6bzramngvcrficy2no44 451 8 on on IN work_v44vkh6bzramngvcrficy2no44 451 9 World World NNP work_v44vkh6bzramngvcrficy2no44 451 10 Wide Wide NNP work_v44vkh6bzramngvcrficy2no44 451 11 Web Web NNP work_v44vkh6bzramngvcrficy2no44 451 12 , , , work_v44vkh6bzramngvcrficy2no44 451 13 pages page VBZ work_v44vkh6bzramngvcrficy2no44 451 14 571–580 571–580 CD work_v44vkh6bzramngvcrficy2no44 451 15 , , , work_v44vkh6bzramngvcrficy2no44 451 16 New New NNP work_v44vkh6bzramngvcrficy2no44 451 17 York York NNP work_v44vkh6bzramngvcrficy2no44 451 18 , , , work_v44vkh6bzramngvcrficy2no44 451 19 NY NY NNP work_v44vkh6bzramngvcrficy2no44 451 20 , , , work_v44vkh6bzramngvcrficy2no44 451 21 USA USA NNP work_v44vkh6bzramngvcrficy2no44 451 22 . . . work_v44vkh6bzramngvcrficy2no44 452 1 ACM ACM NNP work_v44vkh6bzramngvcrficy2no44 452 2 . . . work_v44vkh6bzramngvcrficy2no44 453 1 Percy Percy NNP work_v44vkh6bzramngvcrficy2no44 453 2 Liang Liang NNP work_v44vkh6bzramngvcrficy2no44 453 3 , , , work_v44vkh6bzramngvcrficy2no44 453 4 Ben Ben NNP work_v44vkh6bzramngvcrficy2no44 453 5 Taskar Taskar NNP work_v44vkh6bzramngvcrficy2no44 453 6 , , , work_v44vkh6bzramngvcrficy2no44 453 7 and and CC work_v44vkh6bzramngvcrficy2no44 453 8 Dan Dan NNP work_v44vkh6bzramngvcrficy2no44 453 9 Klein Klein NNP work_v44vkh6bzramngvcrficy2no44 453 10 . . . work_v44vkh6bzramngvcrficy2no44 454 1 2006 2006 CD work_v44vkh6bzramngvcrficy2no44 454 2 . . . work_v44vkh6bzramngvcrficy2no44 455 1 Align- Align- NNP work_v44vkh6bzramngvcrficy2no44 455 2 ment ment JJ work_v44vkh6bzramngvcrficy2no44 455 3 by by IN work_v44vkh6bzramngvcrficy2no44 455 4 agreement agreement NN work_v44vkh6bzramngvcrficy2no44 455 5 . . . work_v44vkh6bzramngvcrficy2no44 456 1 In in IN work_v44vkh6bzramngvcrficy2no44 456 2 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 456 3 of of IN work_v44vkh6bzramngvcrficy2no44 456 4 the the DT work_v44vkh6bzramngvcrficy2no44 456 5 Human Human NNP work_v44vkh6bzramngvcrficy2no44 456 6 Language Language NNP work_v44vkh6bzramngvcrficy2no44 456 7 Technology Technology NNP work_v44vkh6bzramngvcrficy2no44 456 8 Conference Conference NNP work_v44vkh6bzramngvcrficy2no44 456 9 of of IN work_v44vkh6bzramngvcrficy2no44 456 10 the the DT work_v44vkh6bzramngvcrficy2no44 456 11 NAACL naacl NN work_v44vkh6bzramngvcrficy2no44 456 12 , , , work_v44vkh6bzramngvcrficy2no44 456 13 Main Main NNP work_v44vkh6bzramngvcrficy2no44 456 14 Conference Conference NNP work_v44vkh6bzramngvcrficy2no44 456 15 , , , work_v44vkh6bzramngvcrficy2no44 456 16 pages page VBZ work_v44vkh6bzramngvcrficy2no44 456 17 104–111 104–111 CD work_v44vkh6bzramngvcrficy2no44 456 18 , , , work_v44vkh6bzramngvcrficy2no44 456 19 New New NNP work_v44vkh6bzramngvcrficy2no44 456 20 York York NNP work_v44vkh6bzramngvcrficy2no44 456 21 City City NNP work_v44vkh6bzramngvcrficy2no44 456 22 , , , work_v44vkh6bzramngvcrficy2no44 456 23 USA USA NNP work_v44vkh6bzramngvcrficy2no44 456 24 , , , work_v44vkh6bzramngvcrficy2no44 456 25 June June NNP work_v44vkh6bzramngvcrficy2no44 456 26 . . . work_v44vkh6bzramngvcrficy2no44 457 1 Ryan Ryan NNP work_v44vkh6bzramngvcrficy2no44 457 2 McDonald McDonald NNP work_v44vkh6bzramngvcrficy2no44 457 3 , , , work_v44vkh6bzramngvcrficy2no44 457 4 Fernando Fernando NNP work_v44vkh6bzramngvcrficy2no44 457 5 Pereira Pereira NNP work_v44vkh6bzramngvcrficy2no44 457 6 , , , work_v44vkh6bzramngvcrficy2no44 457 7 Kiril Kiril NNP work_v44vkh6bzramngvcrficy2no44 457 8 Ribarov Ribarov NNP work_v44vkh6bzramngvcrficy2no44 457 9 , , , work_v44vkh6bzramngvcrficy2no44 457 10 and and CC work_v44vkh6bzramngvcrficy2no44 457 11 Jan Jan NNP work_v44vkh6bzramngvcrficy2no44 457 12 Hajič. Hajič. NNP work_v44vkh6bzramngvcrficy2no44 458 1 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 458 2 . . . work_v44vkh6bzramngvcrficy2no44 459 1 Non non JJ work_v44vkh6bzramngvcrficy2no44 459 2 - - JJ work_v44vkh6bzramngvcrficy2no44 459 3 projective projective JJ work_v44vkh6bzramngvcrficy2no44 459 4 dependency dependency NN work_v44vkh6bzramngvcrficy2no44 459 5 parsing parsing NN work_v44vkh6bzramngvcrficy2no44 459 6 using use VBG work_v44vkh6bzramngvcrficy2no44 459 7 spanning span VBG work_v44vkh6bzramngvcrficy2no44 459 8 tree tree NN work_v44vkh6bzramngvcrficy2no44 459 9 algorithms algorithm NNS work_v44vkh6bzramngvcrficy2no44 459 10 . . . work_v44vkh6bzramngvcrficy2no44 460 1 In in IN work_v44vkh6bzramngvcrficy2no44 460 2 Proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 460 3 of of IN work_v44vkh6bzramngvcrficy2no44 460 4 the the DT work_v44vkh6bzramngvcrficy2no44 460 5 conference conference NN work_v44vkh6bzramngvcrficy2no44 460 6 on on IN work_v44vkh6bzramngvcrficy2no44 460 7 Human Human NNP work_v44vkh6bzramngvcrficy2no44 460 8 Language Language NNP work_v44vkh6bzramngvcrficy2no44 460 9 Technology Technology NNP work_v44vkh6bzramngvcrficy2no44 460 10 and and CC work_v44vkh6bzramngvcrficy2no44 460 11 Em- Em- NNP work_v44vkh6bzramngvcrficy2no44 460 12 pirical pirical JJ work_v44vkh6bzramngvcrficy2no44 460 13 Methods method NNS work_v44vkh6bzramngvcrficy2no44 460 14 in in IN work_v44vkh6bzramngvcrficy2no44 460 15 Natural Natural NNP work_v44vkh6bzramngvcrficy2no44 460 16 Language Language NNP work_v44vkh6bzramngvcrficy2no44 460 17 Processing Processing NNP work_v44vkh6bzramngvcrficy2no44 460 18 , , , work_v44vkh6bzramngvcrficy2no44 460 19 HLT HLT NNP work_v44vkh6bzramngvcrficy2no44 460 20 ’ ' '' work_v44vkh6bzramngvcrficy2no44 460 21 05 05 CD work_v44vkh6bzramngvcrficy2no44 460 22 , , , work_v44vkh6bzramngvcrficy2no44 460 23 pages page VBZ work_v44vkh6bzramngvcrficy2no44 460 24 523–530 523–530 CD work_v44vkh6bzramngvcrficy2no44 460 25 , , , work_v44vkh6bzramngvcrficy2no44 460 26 Stroudsburg Stroudsburg NNP work_v44vkh6bzramngvcrficy2no44 460 27 , , , work_v44vkh6bzramngvcrficy2no44 460 28 PA PA NNP work_v44vkh6bzramngvcrficy2no44 460 29 , , , work_v44vkh6bzramngvcrficy2no44 460 30 USA USA NNP work_v44vkh6bzramngvcrficy2no44 460 31 . . . work_v44vkh6bzramngvcrficy2no44 461 1 Robert Robert NNP work_v44vkh6bzramngvcrficy2no44 461 2 C. C. NNP work_v44vkh6bzramngvcrficy2no44 461 3 Moore Moore NNP work_v44vkh6bzramngvcrficy2no44 461 4 and and CC work_v44vkh6bzramngvcrficy2no44 461 5 Chris Chris NNP work_v44vkh6bzramngvcrficy2no44 461 6 Quirk Quirk NNP work_v44vkh6bzramngvcrficy2no44 461 7 . . . work_v44vkh6bzramngvcrficy2no44 462 1 2007 2007 CD work_v44vkh6bzramngvcrficy2no44 462 2 . . . work_v44vkh6bzramngvcrficy2no44 463 1 Faster fast RBR work_v44vkh6bzramngvcrficy2no44 463 2 beam- beam- NN work_v44vkh6bzramngvcrficy2no44 463 3 search search NN work_v44vkh6bzramngvcrficy2no44 463 4 decoding decode VBG work_v44vkh6bzramngvcrficy2no44 463 5 for for IN work_v44vkh6bzramngvcrficy2no44 463 6 phrasal phrasal JJ work_v44vkh6bzramngvcrficy2no44 463 7 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 463 8 machine machine NN work_v44vkh6bzramngvcrficy2no44 463 9 transla- transla- XX work_v44vkh6bzramngvcrficy2no44 463 10 tion tion NN work_v44vkh6bzramngvcrficy2no44 463 11 . . . work_v44vkh6bzramngvcrficy2no44 464 1 In in IN work_v44vkh6bzramngvcrficy2no44 464 2 In in IN work_v44vkh6bzramngvcrficy2no44 464 3 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 464 4 of of IN work_v44vkh6bzramngvcrficy2no44 464 5 MT MT NNP work_v44vkh6bzramngvcrficy2no44 464 6 Summit Summit NNP work_v44vkh6bzramngvcrficy2no44 464 7 XI XI NNP work_v44vkh6bzramngvcrficy2no44 464 8 , , , work_v44vkh6bzramngvcrficy2no44 464 9 pages page VBZ work_v44vkh6bzramngvcrficy2no44 464 10 321 321 CD work_v44vkh6bzramngvcrficy2no44 464 11 – – : work_v44vkh6bzramngvcrficy2no44 464 12 327 327 CD work_v44vkh6bzramngvcrficy2no44 464 13 , , , work_v44vkh6bzramngvcrficy2no44 464 14 Copenhagen Copenhagen NNP work_v44vkh6bzramngvcrficy2no44 464 15 , , , work_v44vkh6bzramngvcrficy2no44 464 16 Denmark Denmark NNP work_v44vkh6bzramngvcrficy2no44 464 17 . . . work_v44vkh6bzramngvcrficy2no44 465 1 F. F. NNP work_v44vkh6bzramngvcrficy2no44 465 2 Och Och NNP work_v44vkh6bzramngvcrficy2no44 465 3 and and CC work_v44vkh6bzramngvcrficy2no44 465 4 H. H. NNP work_v44vkh6bzramngvcrficy2no44 465 5 Ney Ney NNP work_v44vkh6bzramngvcrficy2no44 465 6 . . . work_v44vkh6bzramngvcrficy2no44 466 1 2002 2002 CD work_v44vkh6bzramngvcrficy2no44 466 2 . . . work_v44vkh6bzramngvcrficy2no44 467 1 Discriminative discriminative JJ work_v44vkh6bzramngvcrficy2no44 467 2 training training NN work_v44vkh6bzramngvcrficy2no44 467 3 and and CC work_v44vkh6bzramngvcrficy2no44 467 4 maximum maximum JJ work_v44vkh6bzramngvcrficy2no44 467 5 entropy entropy JJ work_v44vkh6bzramngvcrficy2no44 467 6 models model NNS work_v44vkh6bzramngvcrficy2no44 467 7 for for IN work_v44vkh6bzramngvcrficy2no44 467 8 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 467 9 machine machine NN work_v44vkh6bzramngvcrficy2no44 467 10 translation translation NN work_v44vkh6bzramngvcrficy2no44 467 11 . . . work_v44vkh6bzramngvcrficy2no44 468 1 In in IN work_v44vkh6bzramngvcrficy2no44 468 2 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 468 3 of of IN work_v44vkh6bzramngvcrficy2no44 468 4 the the DT work_v44vkh6bzramngvcrficy2no44 468 5 40th 40th JJ work_v44vkh6bzramngvcrficy2no44 468 6 Annual Annual NNP work_v44vkh6bzramngvcrficy2no44 468 7 Meet- Meet- NNP work_v44vkh6bzramngvcrficy2no44 468 8 ing ing NN work_v44vkh6bzramngvcrficy2no44 468 9 of of IN work_v44vkh6bzramngvcrficy2no44 468 10 the the DT work_v44vkh6bzramngvcrficy2no44 468 11 Association Association NNP work_v44vkh6bzramngvcrficy2no44 468 12 for for IN work_v44vkh6bzramngvcrficy2no44 468 13 Computational Computational NNP work_v44vkh6bzramngvcrficy2no44 468 14 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 468 15 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 468 16 ACL ACL NNP work_v44vkh6bzramngvcrficy2no44 468 17 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 468 18 , , , work_v44vkh6bzramngvcrficy2no44 468 19 pages page NNS work_v44vkh6bzramngvcrficy2no44 468 20 295–302 295–302 CD work_v44vkh6bzramngvcrficy2no44 468 21 , , , work_v44vkh6bzramngvcrficy2no44 468 22 Philadelhpia Philadelhpia NNP work_v44vkh6bzramngvcrficy2no44 468 23 , , , work_v44vkh6bzramngvcrficy2no44 468 24 PA PA NNP work_v44vkh6bzramngvcrficy2no44 468 25 . . . work_v44vkh6bzramngvcrficy2no44 468 26 Franz Franz NNP work_v44vkh6bzramngvcrficy2no44 468 27 Josef Josef NNP work_v44vkh6bzramngvcrficy2no44 468 28 Och Och NNP work_v44vkh6bzramngvcrficy2no44 468 29 . . . work_v44vkh6bzramngvcrficy2no44 469 1 2003 2003 CD work_v44vkh6bzramngvcrficy2no44 469 2 . . . work_v44vkh6bzramngvcrficy2no44 470 1 Minimum Minimum NNP work_v44vkh6bzramngvcrficy2no44 470 2 Error Error NNP work_v44vkh6bzramngvcrficy2no44 470 3 Rate rate NN work_v44vkh6bzramngvcrficy2no44 470 4 Training Training NNP work_v44vkh6bzramngvcrficy2no44 470 5 in in IN work_v44vkh6bzramngvcrficy2no44 470 6 Statistical Statistical NNP work_v44vkh6bzramngvcrficy2no44 470 7 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 470 8 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 470 9 . . . work_v44vkh6bzramngvcrficy2no44 471 1 In in IN work_v44vkh6bzramngvcrficy2no44 471 2 Erhard Erhard NNP work_v44vkh6bzramngvcrficy2no44 471 3 Hinrichs Hinrichs NNP work_v44vkh6bzramngvcrficy2no44 471 4 and and CC work_v44vkh6bzramngvcrficy2no44 471 5 Dan Dan NNP work_v44vkh6bzramngvcrficy2no44 471 6 Roth Roth NNP work_v44vkh6bzramngvcrficy2no44 471 7 , , , work_v44vkh6bzramngvcrficy2no44 471 8 editors editor NNS work_v44vkh6bzramngvcrficy2no44 471 9 , , , work_v44vkh6bzramngvcrficy2no44 471 10 Proceedings Proceedings NNPS work_v44vkh6bzramngvcrficy2no44 471 11 of of IN work_v44vkh6bzramngvcrficy2no44 471 12 the the DT work_v44vkh6bzramngvcrficy2no44 471 13 41st 41st JJ work_v44vkh6bzramngvcrficy2no44 471 14 Annual Annual NNP work_v44vkh6bzramngvcrficy2no44 471 15 Meeting Meeting NNP work_v44vkh6bzramngvcrficy2no44 471 16 of of IN work_v44vkh6bzramngvcrficy2no44 471 17 the the DT work_v44vkh6bzramngvcrficy2no44 471 18 Association Association NNP work_v44vkh6bzramngvcrficy2no44 471 19 for for IN work_v44vkh6bzramngvcrficy2no44 471 20 Computational Computational NNP work_v44vkh6bzramngvcrficy2no44 471 21 Linguis- Linguis- NNP work_v44vkh6bzramngvcrficy2no44 471 22 tics tic NNS work_v44vkh6bzramngvcrficy2no44 471 23 , , , work_v44vkh6bzramngvcrficy2no44 471 24 pages page VBZ work_v44vkh6bzramngvcrficy2no44 471 25 160–167 160–167 CD work_v44vkh6bzramngvcrficy2no44 471 26 . . . work_v44vkh6bzramngvcrficy2no44 472 1 Kishore Kishore NNP work_v44vkh6bzramngvcrficy2no44 472 2 Papineni Papineni NNP work_v44vkh6bzramngvcrficy2no44 472 3 , , , work_v44vkh6bzramngvcrficy2no44 472 4 Salim Salim NNP work_v44vkh6bzramngvcrficy2no44 472 5 Roukos Roukos NNP work_v44vkh6bzramngvcrficy2no44 472 6 , , , work_v44vkh6bzramngvcrficy2no44 472 7 Todd Todd NNP work_v44vkh6bzramngvcrficy2no44 472 8 Ward Ward NNP work_v44vkh6bzramngvcrficy2no44 472 9 , , , work_v44vkh6bzramngvcrficy2no44 472 10 and and CC work_v44vkh6bzramngvcrficy2no44 472 11 Wei- Wei- NNP work_v44vkh6bzramngvcrficy2no44 472 12 Jing Jing NNP work_v44vkh6bzramngvcrficy2no44 472 13 Zhu Zhu NNP work_v44vkh6bzramngvcrficy2no44 472 14 . . . work_v44vkh6bzramngvcrficy2no44 473 1 2002 2002 CD work_v44vkh6bzramngvcrficy2no44 473 2 . . . work_v44vkh6bzramngvcrficy2no44 474 1 BLEU BLEU NNP work_v44vkh6bzramngvcrficy2no44 474 2 : : : work_v44vkh6bzramngvcrficy2no44 474 3 a a DT work_v44vkh6bzramngvcrficy2no44 474 4 method method NN work_v44vkh6bzramngvcrficy2no44 474 5 for for IN work_v44vkh6bzramngvcrficy2no44 474 6 automatic automatic JJ work_v44vkh6bzramngvcrficy2no44 474 7 eval- eval- NN work_v44vkh6bzramngvcrficy2no44 474 8 uation uation NN work_v44vkh6bzramngvcrficy2no44 474 9 of of IN work_v44vkh6bzramngvcrficy2no44 474 10 machine machine NN work_v44vkh6bzramngvcrficy2no44 474 11 translation translation NN work_v44vkh6bzramngvcrficy2no44 474 12 . . . work_v44vkh6bzramngvcrficy2no44 475 1 In in IN work_v44vkh6bzramngvcrficy2no44 475 2 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 475 3 of of IN work_v44vkh6bzramngvcrficy2no44 475 4 the the DT work_v44vkh6bzramngvcrficy2no44 475 5 40th 40th JJ work_v44vkh6bzramngvcrficy2no44 475 6 Annual Annual NNP work_v44vkh6bzramngvcrficy2no44 475 7 Meeting Meeting NNP work_v44vkh6bzramngvcrficy2no44 475 8 of of IN work_v44vkh6bzramngvcrficy2no44 475 9 the the DT work_v44vkh6bzramngvcrficy2no44 475 10 Association Association NNP work_v44vkh6bzramngvcrficy2no44 475 11 of of IN work_v44vkh6bzramngvcrficy2no44 475 12 Compu- Compu- NNP work_v44vkh6bzramngvcrficy2no44 475 13 tational tational NN work_v44vkh6bzramngvcrficy2no44 475 14 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 475 15 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 475 16 ACL ACL NNP work_v44vkh6bzramngvcrficy2no44 475 17 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 475 18 , , , work_v44vkh6bzramngvcrficy2no44 475 19 pages page VBZ work_v44vkh6bzramngvcrficy2no44 475 20 311–318 311–318 CD work_v44vkh6bzramngvcrficy2no44 475 21 , , , work_v44vkh6bzramngvcrficy2no44 475 22 Philadel- Philadel- NNP work_v44vkh6bzramngvcrficy2no44 475 23 phia phia NN work_v44vkh6bzramngvcrficy2no44 475 24 , , , work_v44vkh6bzramngvcrficy2no44 475 25 PA PA NNP work_v44vkh6bzramngvcrficy2no44 475 26 . . . work_v44vkh6bzramngvcrficy2no44 475 27 Stefan Stefan NNP work_v44vkh6bzramngvcrficy2no44 475 28 Riezler Riezler NNP work_v44vkh6bzramngvcrficy2no44 475 29 and and CC work_v44vkh6bzramngvcrficy2no44 475 30 John John NNP work_v44vkh6bzramngvcrficy2no44 475 31 T. T. NNP work_v44vkh6bzramngvcrficy2no44 475 32 Maxwell Maxwell NNP work_v44vkh6bzramngvcrficy2no44 475 33 . . . work_v44vkh6bzramngvcrficy2no44 476 1 2005 2005 CD work_v44vkh6bzramngvcrficy2no44 476 2 . . . work_v44vkh6bzramngvcrficy2no44 477 1 On on IN work_v44vkh6bzramngvcrficy2no44 477 2 some some DT work_v44vkh6bzramngvcrficy2no44 477 3 pitfalls pitfall NNS work_v44vkh6bzramngvcrficy2no44 477 4 in in IN work_v44vkh6bzramngvcrficy2no44 477 5 automatic automatic JJ work_v44vkh6bzramngvcrficy2no44 477 6 evaluation evaluation NN work_v44vkh6bzramngvcrficy2no44 477 7 and and CC work_v44vkh6bzramngvcrficy2no44 477 8 significance significance NN work_v44vkh6bzramngvcrficy2no44 477 9 test- test- NN work_v44vkh6bzramngvcrficy2no44 477 10 ing ing NNP work_v44vkh6bzramngvcrficy2no44 477 11 for for IN work_v44vkh6bzramngvcrficy2no44 477 12 MT MT NNP work_v44vkh6bzramngvcrficy2no44 477 13 . . . work_v44vkh6bzramngvcrficy2no44 478 1 In in IN work_v44vkh6bzramngvcrficy2no44 478 2 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 478 3 of of IN work_v44vkh6bzramngvcrficy2no44 478 4 the the DT work_v44vkh6bzramngvcrficy2no44 478 5 ACL ACL NNP work_v44vkh6bzramngvcrficy2no44 478 6 Workshop Workshop NNP work_v44vkh6bzramngvcrficy2no44 478 7 on on IN work_v44vkh6bzramngvcrficy2no44 478 8 Intrinsic Intrinsic NNP work_v44vkh6bzramngvcrficy2no44 478 9 and and CC work_v44vkh6bzramngvcrficy2no44 478 10 Extrinsic Extrinsic NNP work_v44vkh6bzramngvcrficy2no44 478 11 Evaluation Evaluation NNP work_v44vkh6bzramngvcrficy2no44 478 12 Measures Measures NNPS work_v44vkh6bzramngvcrficy2no44 478 13 for for IN work_v44vkh6bzramngvcrficy2no44 478 14 Ma- ma- JJ work_v44vkh6bzramngvcrficy2no44 478 15 chine chine NN work_v44vkh6bzramngvcrficy2no44 478 16 Translation translation NN work_v44vkh6bzramngvcrficy2no44 478 17 and/or and/or CC work_v44vkh6bzramngvcrficy2no44 478 18 Summarization Summarization NNP work_v44vkh6bzramngvcrficy2no44 478 19 , , , work_v44vkh6bzramngvcrficy2no44 478 20 pages page VBZ work_v44vkh6bzramngvcrficy2no44 478 21 57 57 CD work_v44vkh6bzramngvcrficy2no44 478 22 – – : work_v44vkh6bzramngvcrficy2no44 478 23 64 64 CD work_v44vkh6bzramngvcrficy2no44 478 24 , , , work_v44vkh6bzramngvcrficy2no44 478 25 Ann Ann NNP work_v44vkh6bzramngvcrficy2no44 478 26 Arbor Arbor NNP work_v44vkh6bzramngvcrficy2no44 478 27 , , , work_v44vkh6bzramngvcrficy2no44 478 28 Michigan Michigan NNP work_v44vkh6bzramngvcrficy2no44 478 29 , , , work_v44vkh6bzramngvcrficy2no44 478 30 June June NNP work_v44vkh6bzramngvcrficy2no44 478 31 . . . work_v44vkh6bzramngvcrficy2no44 479 1 Christoph Christoph NNP work_v44vkh6bzramngvcrficy2no44 479 2 Tillmann Tillmann NNP work_v44vkh6bzramngvcrficy2no44 479 3 . . . work_v44vkh6bzramngvcrficy2no44 480 1 2004 2004 CD work_v44vkh6bzramngvcrficy2no44 480 2 . . . work_v44vkh6bzramngvcrficy2no44 481 1 A a DT work_v44vkh6bzramngvcrficy2no44 481 2 Unigram Unigram NNP work_v44vkh6bzramngvcrficy2no44 481 3 Orientation Orientation NNP work_v44vkh6bzramngvcrficy2no44 481 4 Model Model NNP work_v44vkh6bzramngvcrficy2no44 481 5 for for IN work_v44vkh6bzramngvcrficy2no44 481 6 Statistical Statistical NNP work_v44vkh6bzramngvcrficy2no44 481 7 Machine Machine NNP work_v44vkh6bzramngvcrficy2no44 481 8 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 481 9 . . . work_v44vkh6bzramngvcrficy2no44 482 1 In in IN work_v44vkh6bzramngvcrficy2no44 482 2 Pro- Pro- NNP work_v44vkh6bzramngvcrficy2no44 482 3 ceedings ceeding NNS work_v44vkh6bzramngvcrficy2no44 482 4 of of IN work_v44vkh6bzramngvcrficy2no44 482 5 the the DT work_v44vkh6bzramngvcrficy2no44 482 6 Joint Joint NNP work_v44vkh6bzramngvcrficy2no44 482 7 Conference Conference NNP work_v44vkh6bzramngvcrficy2no44 482 8 on on IN work_v44vkh6bzramngvcrficy2no44 482 9 Human Human NNP work_v44vkh6bzramngvcrficy2no44 482 10 Language Language NNP work_v44vkh6bzramngvcrficy2no44 482 11 Technologies Technologies NNPS work_v44vkh6bzramngvcrficy2no44 482 12 and and CC work_v44vkh6bzramngvcrficy2no44 482 13 the the DT work_v44vkh6bzramngvcrficy2no44 482 14 Annual Annual NNP work_v44vkh6bzramngvcrficy2no44 482 15 Meeting Meeting NNP work_v44vkh6bzramngvcrficy2no44 482 16 of of IN work_v44vkh6bzramngvcrficy2no44 482 17 the the DT work_v44vkh6bzramngvcrficy2no44 482 18 North north JJ work_v44vkh6bzramngvcrficy2no44 482 19 American American NNP work_v44vkh6bzramngvcrficy2no44 482 20 Chapter Chapter NNP work_v44vkh6bzramngvcrficy2no44 482 21 of of IN work_v44vkh6bzramngvcrficy2no44 482 22 the the DT work_v44vkh6bzramngvcrficy2no44 482 23 Association Association NNP work_v44vkh6bzramngvcrficy2no44 482 24 of of IN work_v44vkh6bzramngvcrficy2no44 482 25 Computa- Computa- NNP work_v44vkh6bzramngvcrficy2no44 482 26 tional tional JJ work_v44vkh6bzramngvcrficy2no44 482 27 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 482 28 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 482 29 HLT HLT NNP work_v44vkh6bzramngvcrficy2no44 482 30 - - HYPH work_v44vkh6bzramngvcrficy2no44 482 31 NAACL NAACL NNP work_v44vkh6bzramngvcrficy2no44 482 32 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 482 33 . . . work_v44vkh6bzramngvcrficy2no44 483 1 Karthik Karthik NNP work_v44vkh6bzramngvcrficy2no44 483 2 Visweswariah Visweswariah NNP work_v44vkh6bzramngvcrficy2no44 483 3 , , , work_v44vkh6bzramngvcrficy2no44 483 4 Rajakrishnan Rajakrishnan NNP work_v44vkh6bzramngvcrficy2no44 483 5 Rajkumar Rajkumar NNP work_v44vkh6bzramngvcrficy2no44 483 6 , , , work_v44vkh6bzramngvcrficy2no44 483 7 Ankur Ankur NNP work_v44vkh6bzramngvcrficy2no44 483 8 Gandhe Gandhe NNP work_v44vkh6bzramngvcrficy2no44 483 9 , , , work_v44vkh6bzramngvcrficy2no44 483 10 Ananthakrishnan Ananthakrishnan NNP work_v44vkh6bzramngvcrficy2no44 483 11 Ramanathan Ramanathan NNP work_v44vkh6bzramngvcrficy2no44 483 12 , , , work_v44vkh6bzramngvcrficy2no44 483 13 and and CC work_v44vkh6bzramngvcrficy2no44 483 14 Jiri Jiri NNP work_v44vkh6bzramngvcrficy2no44 483 15 Navratil Navratil NNP work_v44vkh6bzramngvcrficy2no44 483 16 . . . work_v44vkh6bzramngvcrficy2no44 484 1 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 484 2 . . . work_v44vkh6bzramngvcrficy2no44 485 1 A a DT work_v44vkh6bzramngvcrficy2no44 485 2 word word NN work_v44vkh6bzramngvcrficy2no44 485 3 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 485 4 model model NN work_v44vkh6bzramngvcrficy2no44 485 5 for for IN work_v44vkh6bzramngvcrficy2no44 485 6 im- im- JJ work_v44vkh6bzramngvcrficy2no44 485 7 proved proved JJ work_v44vkh6bzramngvcrficy2no44 485 8 machine machine NN work_v44vkh6bzramngvcrficy2no44 485 9 translation translation NN work_v44vkh6bzramngvcrficy2no44 485 10 . . . work_v44vkh6bzramngvcrficy2no44 486 1 In in IN work_v44vkh6bzramngvcrficy2no44 486 2 Proceedings Proceedings NNP work_v44vkh6bzramngvcrficy2no44 486 3 of of IN work_v44vkh6bzramngvcrficy2no44 486 4 the the DT work_v44vkh6bzramngvcrficy2no44 486 5 2011 2011 CD work_v44vkh6bzramngvcrficy2no44 486 6 Conference Conference NNP work_v44vkh6bzramngvcrficy2no44 486 7 on on IN work_v44vkh6bzramngvcrficy2no44 486 8 Empirical Empirical NNP work_v44vkh6bzramngvcrficy2no44 486 9 Methods Methods NNPS work_v44vkh6bzramngvcrficy2no44 486 10 in in IN work_v44vkh6bzramngvcrficy2no44 486 11 Natu- Natu- NNP work_v44vkh6bzramngvcrficy2no44 486 12 ral ral JJ work_v44vkh6bzramngvcrficy2no44 486 13 Language Language NNP work_v44vkh6bzramngvcrficy2no44 486 14 Processing Processing NNP work_v44vkh6bzramngvcrficy2no44 486 15 , , , work_v44vkh6bzramngvcrficy2no44 486 16 pages page VBZ work_v44vkh6bzramngvcrficy2no44 486 17 486–496 486–496 CD work_v44vkh6bzramngvcrficy2no44 486 18 , , , work_v44vkh6bzramngvcrficy2no44 486 19 Edinburgh Edinburgh NNP work_v44vkh6bzramngvcrficy2no44 486 20 , , , work_v44vkh6bzramngvcrficy2no44 486 21 Scotland Scotland NNP work_v44vkh6bzramngvcrficy2no44 486 22 , , , work_v44vkh6bzramngvcrficy2no44 486 23 UK UK NNP work_v44vkh6bzramngvcrficy2no44 486 24 . . . work_v44vkh6bzramngvcrficy2no44 486 25 , , , work_v44vkh6bzramngvcrficy2no44 486 26 July July NNP work_v44vkh6bzramngvcrficy2no44 486 27 . . . work_v44vkh6bzramngvcrficy2no44 487 1 Dekai Dekai NNP work_v44vkh6bzramngvcrficy2no44 487 2 Wu Wu NNP work_v44vkh6bzramngvcrficy2no44 487 3 . . . work_v44vkh6bzramngvcrficy2no44 488 1 1997 1997 CD work_v44vkh6bzramngvcrficy2no44 488 2 . . . work_v44vkh6bzramngvcrficy2no44 489 1 Stochastic stochastic JJ work_v44vkh6bzramngvcrficy2no44 489 2 inversion inversion NN work_v44vkh6bzramngvcrficy2no44 489 3 transduction transduction NN work_v44vkh6bzramngvcrficy2no44 489 4 grammars grammar NNS work_v44vkh6bzramngvcrficy2no44 489 5 and and CC work_v44vkh6bzramngvcrficy2no44 489 6 bilingual bilingual JJ work_v44vkh6bzramngvcrficy2no44 489 7 parsing parsing NN work_v44vkh6bzramngvcrficy2no44 489 8 of of IN work_v44vkh6bzramngvcrficy2no44 489 9 parallel parallel JJ work_v44vkh6bzramngvcrficy2no44 489 10 corpora corpora NN work_v44vkh6bzramngvcrficy2no44 489 11 . . . work_v44vkh6bzramngvcrficy2no44 490 1 Computational Computational NNP work_v44vkh6bzramngvcrficy2no44 490 2 Linguistics Linguistics NNP work_v44vkh6bzramngvcrficy2no44 490 3 , , , work_v44vkh6bzramngvcrficy2no44 490 4 23(3):377–403 23(3):377–403 CD work_v44vkh6bzramngvcrficy2no44 490 5 . . . work_v44vkh6bzramngvcrficy2no44 491 1 Sirvan Sirvan NNP work_v44vkh6bzramngvcrficy2no44 491 2 Yahyaei Yahyaei NNP work_v44vkh6bzramngvcrficy2no44 491 3 and and CC work_v44vkh6bzramngvcrficy2no44 491 4 Christof Christof NNP work_v44vkh6bzramngvcrficy2no44 491 5 Monz Monz NNP work_v44vkh6bzramngvcrficy2no44 491 6 . . . work_v44vkh6bzramngvcrficy2no44 492 1 2010 2010 CD work_v44vkh6bzramngvcrficy2no44 492 2 . . . work_v44vkh6bzramngvcrficy2no44 493 1 Dynamic dynamic JJ work_v44vkh6bzramngvcrficy2no44 493 2 dis- dis- VBP work_v44vkh6bzramngvcrficy2no44 493 3 tortion tortion NN work_v44vkh6bzramngvcrficy2no44 493 4 in in IN work_v44vkh6bzramngvcrficy2no44 493 5 a a DT work_v44vkh6bzramngvcrficy2no44 493 6 discriminative discriminative JJ work_v44vkh6bzramngvcrficy2no44 493 7 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 493 8 model model NN work_v44vkh6bzramngvcrficy2no44 493 9 for for IN work_v44vkh6bzramngvcrficy2no44 493 10 sta- sta- JJ work_v44vkh6bzramngvcrficy2no44 493 11 tistical tistical JJ work_v44vkh6bzramngvcrficy2no44 493 12 machine machine NN work_v44vkh6bzramngvcrficy2no44 493 13 translation translation NN work_v44vkh6bzramngvcrficy2no44 493 14 . . . work_v44vkh6bzramngvcrficy2no44 494 1 In in IN work_v44vkh6bzramngvcrficy2no44 494 2 International International NNP work_v44vkh6bzramngvcrficy2no44 494 3 Work- Work- NNP work_v44vkh6bzramngvcrficy2no44 494 4 shop shop NN work_v44vkh6bzramngvcrficy2no44 494 5 on on IN work_v44vkh6bzramngvcrficy2no44 494 6 Spoken Spoken NNP work_v44vkh6bzramngvcrficy2no44 494 7 Language Language NNP work_v44vkh6bzramngvcrficy2no44 494 8 Translation Translation NNP work_v44vkh6bzramngvcrficy2no44 494 9 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 494 10 IWSLT IWSLT NNP work_v44vkh6bzramngvcrficy2no44 494 11 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 494 12 , , , work_v44vkh6bzramngvcrficy2no44 494 13 Paris Paris NNP work_v44vkh6bzramngvcrficy2no44 494 14 , , , work_v44vkh6bzramngvcrficy2no44 494 15 France France NNP work_v44vkh6bzramngvcrficy2no44 494 16 . . . work_v44vkh6bzramngvcrficy2no44 495 1 Richard Richard NNP work_v44vkh6bzramngvcrficy2no44 495 2 Zens Zens NNP work_v44vkh6bzramngvcrficy2no44 495 3 and and CC work_v44vkh6bzramngvcrficy2no44 495 4 Hermann Hermann NNP work_v44vkh6bzramngvcrficy2no44 495 5 Ney Ney NNP work_v44vkh6bzramngvcrficy2no44 495 6 . . . work_v44vkh6bzramngvcrficy2no44 496 1 2006 2006 CD work_v44vkh6bzramngvcrficy2no44 496 2 . . . work_v44vkh6bzramngvcrficy2no44 497 1 Discriminative discriminative JJ work_v44vkh6bzramngvcrficy2no44 497 2 reordering reordering NN work_v44vkh6bzramngvcrficy2no44 497 3 models model NNS work_v44vkh6bzramngvcrficy2no44 497 4 for for IN work_v44vkh6bzramngvcrficy2no44 497 5 statistical statistical JJ work_v44vkh6bzramngvcrficy2no44 497 6 machine machine NN work_v44vkh6bzramngvcrficy2no44 497 7 translation translation NN work_v44vkh6bzramngvcrficy2no44 497 8 . . . work_v44vkh6bzramngvcrficy2no44 498 1 In in IN work_v44vkh6bzramngvcrficy2no44 498 2 Proceedings proceeding NNS work_v44vkh6bzramngvcrficy2no44 498 3 on on IN work_v44vkh6bzramngvcrficy2no44 498 4 the the DT work_v44vkh6bzramngvcrficy2no44 498 5 Workshop Workshop NNP work_v44vkh6bzramngvcrficy2no44 498 6 on on IN work_v44vkh6bzramngvcrficy2no44 498 7 Statistical Statistical NNP work_v44vkh6bzramngvcrficy2no44 498 8 Ma- Ma- NNP work_v44vkh6bzramngvcrficy2no44 498 9 chine chine NN work_v44vkh6bzramngvcrficy2no44 498 10 Translation translation NN work_v44vkh6bzramngvcrficy2no44 498 11 , , , work_v44vkh6bzramngvcrficy2no44 498 12 pages page VBZ work_v44vkh6bzramngvcrficy2no44 498 13 55–63 55–63 CD work_v44vkh6bzramngvcrficy2no44 498 14 , , , work_v44vkh6bzramngvcrficy2no44 498 15 New New NNP work_v44vkh6bzramngvcrficy2no44 498 16 York York NNP work_v44vkh6bzramngvcrficy2no44 498 17 City City NNP work_v44vkh6bzramngvcrficy2no44 498 18 , , , work_v44vkh6bzramngvcrficy2no44 498 19 June June NNP work_v44vkh6bzramngvcrficy2no44 498 20 . . . work_v44vkh6bzramngvcrficy2no44 499 1 R. R. NNP work_v44vkh6bzramngvcrficy2no44 499 2 Zens Zens NNP work_v44vkh6bzramngvcrficy2no44 499 3 , , , work_v44vkh6bzramngvcrficy2no44 499 4 F. F. NNP work_v44vkh6bzramngvcrficy2no44 499 5 J. J. NNP work_v44vkh6bzramngvcrficy2no44 499 6 Och Och NNP work_v44vkh6bzramngvcrficy2no44 499 7 , , , work_v44vkh6bzramngvcrficy2no44 499 8 and and CC work_v44vkh6bzramngvcrficy2no44 499 9 H. H. NNP work_v44vkh6bzramngvcrficy2no44 499 10 Ney Ney NNP work_v44vkh6bzramngvcrficy2no44 499 11 . . . work_v44vkh6bzramngvcrficy2no44 500 1 2002 2002 CD work_v44vkh6bzramngvcrficy2no44 500 2 . . . work_v44vkh6bzramngvcrficy2no44 501 1 Phrase phrase NN work_v44vkh6bzramngvcrficy2no44 501 2 - - HYPH work_v44vkh6bzramngvcrficy2no44 501 3 based base VBN work_v44vkh6bzramngvcrficy2no44 501 4 sta- sta- NN work_v44vkh6bzramngvcrficy2no44 501 5 tistical tistical JJ work_v44vkh6bzramngvcrficy2no44 501 6 machine machine NN work_v44vkh6bzramngvcrficy2no44 501 7 translation translation NN work_v44vkh6bzramngvcrficy2no44 501 8 . . . work_v44vkh6bzramngvcrficy2no44 502 1 In in IN work_v44vkh6bzramngvcrficy2no44 502 2 25th 25th JJ work_v44vkh6bzramngvcrficy2no44 502 3 German german JJ work_v44vkh6bzramngvcrficy2no44 502 4 Confer- Confer- NNP work_v44vkh6bzramngvcrficy2no44 502 5 ence ence NN work_v44vkh6bzramngvcrficy2no44 502 6 on on IN work_v44vkh6bzramngvcrficy2no44 502 7 Artificial Artificial NNP work_v44vkh6bzramngvcrficy2no44 502 8 Intelligence Intelligence NNP work_v44vkh6bzramngvcrficy2no44 502 9 ( ( -LRB- work_v44vkh6bzramngvcrficy2no44 502 10 KI2002 KI2002 NNP work_v44vkh6bzramngvcrficy2no44 502 11 ) ) -RRB- work_v44vkh6bzramngvcrficy2no44 502 12 , , , work_v44vkh6bzramngvcrficy2no44 502 13 pages page NNS work_v44vkh6bzramngvcrficy2no44 502 14 18–32 18–32 CD work_v44vkh6bzramngvcrficy2no44 502 15 , , , work_v44vkh6bzramngvcrficy2no44 502 16 Aachen Aachen NNP work_v44vkh6bzramngvcrficy2no44 502 17 , , , work_v44vkh6bzramngvcrficy2no44 502 18 Germany Germany NNP work_v44vkh6bzramngvcrficy2no44 502 19 . . . work_v44vkh6bzramngvcrficy2no44 503 1 Springer Springer NNP work_v44vkh6bzramngvcrficy2no44 503 2 Verlag Verlag NNP work_v44vkh6bzramngvcrficy2no44 503 3 . . . work_v44vkh6bzramngvcrficy2no44 504 1 339 339 CD work_v44vkh6bzramngvcrficy2no44 504 2 340 340 CD