id sid tid token lemma pos cord-026948-jl3lj7yh 1 1 key key NN cord-026948-jl3lj7yh 1 2 : : : cord-026948-jl3lj7yh 2 1 cord-026948-jl3lj7yh cord-026948-jl3lj7yh NNP cord-026948-jl3lj7yh 2 2 authors author NNS cord-026948-jl3lj7yh 2 3 : : : cord-026948-jl3lj7yh 2 4 Amini Amini NNP cord-026948-jl3lj7yh 2 5 , , , cord-026948-jl3lj7yh 2 6 Hessam Hessam NNP cord-026948-jl3lj7yh 2 7 ; ; : cord-026948-jl3lj7yh 2 8 Kosseim Kosseim NNP cord-026948-jl3lj7yh 2 9 , , , cord-026948-jl3lj7yh 2 10 Leila Leila NNP cord-026948-jl3lj7yh 2 11 title title NN cord-026948-jl3lj7yh 2 12 : : : cord-026948-jl3lj7yh 3 1 Towards towards IN cord-026948-jl3lj7yh 3 2 Explainability Explainability NNP cord-026948-jl3lj7yh 3 3 in in IN cord-026948-jl3lj7yh 3 4 Using use VBG cord-026948-jl3lj7yh 3 5 Deep Deep NNP cord-026948-jl3lj7yh 3 6 Learning Learning NNP cord-026948-jl3lj7yh 3 7 for for IN cord-026948-jl3lj7yh 3 8 the the DT cord-026948-jl3lj7yh 3 9 Detection detection NN cord-026948-jl3lj7yh 3 10 of of IN cord-026948-jl3lj7yh 3 11 Anorexia anorexia NN cord-026948-jl3lj7yh 3 12 in in IN cord-026948-jl3lj7yh 3 13 Social Social NNP cord-026948-jl3lj7yh 3 14 Media medium NNS cord-026948-jl3lj7yh 3 15 date date NN cord-026948-jl3lj7yh 3 16 : : : cord-026948-jl3lj7yh 3 17 2020 2020 CD cord-026948-jl3lj7yh 3 18 - - HYPH cord-026948-jl3lj7yh 3 19 05 05 CD cord-026948-jl3lj7yh 3 20 - - SYM cord-026948-jl3lj7yh 3 21 26 26 CD cord-026948-jl3lj7yh 3 22 journal journal NN cord-026948-jl3lj7yh 3 23 : : : cord-026948-jl3lj7yh 3 24 Natural Natural NNP cord-026948-jl3lj7yh 3 25 Language Language NNP cord-026948-jl3lj7yh 3 26 Processing Processing NNP cord-026948-jl3lj7yh 3 27 and and CC cord-026948-jl3lj7yh 3 28 Information Information NNP cord-026948-jl3lj7yh 3 29 Systems Systems NNPS cord-026948-jl3lj7yh 3 30 DOI DOI NNP cord-026948-jl3lj7yh 3 31 : : : cord-026948-jl3lj7yh 3 32 10.1007/978 10.1007/978 CD cord-026948-jl3lj7yh 3 33 - - HYPH cord-026948-jl3lj7yh 3 34 3 3 CD cord-026948-jl3lj7yh 3 35 - - HYPH cord-026948-jl3lj7yh 3 36 030 030 CD cord-026948-jl3lj7yh 3 37 - - HYPH cord-026948-jl3lj7yh 3 38 51310 51310 CD cord-026948-jl3lj7yh 3 39 - - HYPH cord-026948-jl3lj7yh 3 40 8_21 8_21 CD cord-026948-jl3lj7yh 3 41 sha sha NNP cord-026948-jl3lj7yh 3 42 : : : cord-026948-jl3lj7yh 4 1 585fa8a7983224f5452863652205ba0141d80d75 585fa8a7983224f5452863652205ba0141d80d75 CD cord-026948-jl3lj7yh 4 2 doc_id doc_id CD cord-026948-jl3lj7yh 4 3 : : : cord-026948-jl3lj7yh 4 4 26948 26948 CD cord-026948-jl3lj7yh 4 5 cord_uid cord_uid NNS cord-026948-jl3lj7yh 4 6 : : : cord-026948-jl3lj7yh 5 1 jl3lj7yh jl3lj7yh NNP cord-026948-jl3lj7yh 5 2 Explainability Explainability NNP cord-026948-jl3lj7yh 5 3 of of IN cord-026948-jl3lj7yh 5 4 deep deep JJ cord-026948-jl3lj7yh 5 5 learning learning NN cord-026948-jl3lj7yh 5 6 models model NNS cord-026948-jl3lj7yh 5 7 has have VBZ cord-026948-jl3lj7yh 5 8 become become VBN cord-026948-jl3lj7yh 5 9 increasingly increasingly RB cord-026948-jl3lj7yh 5 10 important important JJ cord-026948-jl3lj7yh 5 11 as as IN cord-026948-jl3lj7yh 5 12 neural neural NN cord-026948-jl3lj7yh 5 13 - - HYPH cord-026948-jl3lj7yh 5 14 based base VBN cord-026948-jl3lj7yh 5 15 approaches approach NNS cord-026948-jl3lj7yh 5 16 are be VBP cord-026948-jl3lj7yh 5 17 now now RB cord-026948-jl3lj7yh 5 18 prevalent prevalent JJ cord-026948-jl3lj7yh 5 19 in in IN cord-026948-jl3lj7yh 5 20 natural natural JJ cord-026948-jl3lj7yh 5 21 language language NN cord-026948-jl3lj7yh 5 22 processing processing NN cord-026948-jl3lj7yh 5 23 . . . cord-026948-jl3lj7yh 6 1 Explainability Explainability NNP cord-026948-jl3lj7yh 6 2 is be VBZ cord-026948-jl3lj7yh 6 3 particularly particularly RB cord-026948-jl3lj7yh 6 4 important important JJ cord-026948-jl3lj7yh 6 5 when when WRB cord-026948-jl3lj7yh 6 6 dealing deal VBG cord-026948-jl3lj7yh 6 7 with with IN cord-026948-jl3lj7yh 6 8 a a DT cord-026948-jl3lj7yh 6 9 sensitive sensitive JJ cord-026948-jl3lj7yh 6 10 domain domain NN cord-026948-jl3lj7yh 6 11 application application NN cord-026948-jl3lj7yh 6 12 such such JJ cord-026948-jl3lj7yh 6 13 as as IN cord-026948-jl3lj7yh 6 14 clinical clinical JJ cord-026948-jl3lj7yh 6 15 psychology psychology NN cord-026948-jl3lj7yh 6 16 . . . cord-026948-jl3lj7yh 7 1 This this DT cord-026948-jl3lj7yh 7 2 paper paper NN cord-026948-jl3lj7yh 7 3 focuses focus VBZ cord-026948-jl3lj7yh 7 4 on on IN cord-026948-jl3lj7yh 7 5 the the DT cord-026948-jl3lj7yh 7 6 quantitative quantitative JJ cord-026948-jl3lj7yh 7 7 assessment assessment NN cord-026948-jl3lj7yh 7 8 of of IN cord-026948-jl3lj7yh 7 9 user user NN cord-026948-jl3lj7yh 7 10 - - HYPH cord-026948-jl3lj7yh 7 11 level level NN cord-026948-jl3lj7yh 7 12 attention attention NN cord-026948-jl3lj7yh 7 13 mechanism mechanism NN cord-026948-jl3lj7yh 7 14 in in IN cord-026948-jl3lj7yh 7 15 the the DT cord-026948-jl3lj7yh 7 16 task task NN cord-026948-jl3lj7yh 7 17 of of IN cord-026948-jl3lj7yh 7 18 detecting detect VBG cord-026948-jl3lj7yh 7 19 signs sign NNS cord-026948-jl3lj7yh 7 20 of of IN cord-026948-jl3lj7yh 7 21 anorexia anorexia NN cord-026948-jl3lj7yh 7 22 in in IN cord-026948-jl3lj7yh 7 23 social social JJ cord-026948-jl3lj7yh 7 24 media medium NNS cord-026948-jl3lj7yh 7 25 users user NNS cord-026948-jl3lj7yh 7 26 from from IN cord-026948-jl3lj7yh 7 27 their -PRON- PRP$ cord-026948-jl3lj7yh 7 28 posts post NNS cord-026948-jl3lj7yh 7 29 . . . cord-026948-jl3lj7yh 8 1 The the DT cord-026948-jl3lj7yh 8 2 assessment assessment NN cord-026948-jl3lj7yh 8 3 is be VBZ cord-026948-jl3lj7yh 8 4 done do VBN cord-026948-jl3lj7yh 8 5 through through IN cord-026948-jl3lj7yh 8 6 monitoring monitor VBG cord-026948-jl3lj7yh 8 7 the the DT cord-026948-jl3lj7yh 8 8 performance performance NN cord-026948-jl3lj7yh 8 9 measures measure NNS cord-026948-jl3lj7yh 8 10 of of IN cord-026948-jl3lj7yh 8 11 a a DT cord-026948-jl3lj7yh 8 12 neural neural JJ cord-026948-jl3lj7yh 8 13 classifier classifier NN cord-026948-jl3lj7yh 8 14 , , , cord-026948-jl3lj7yh 8 15 with with IN cord-026948-jl3lj7yh 8 16 and and CC cord-026948-jl3lj7yh 8 17 without without IN cord-026948-jl3lj7yh 8 18 user user NN cord-026948-jl3lj7yh 8 19 - - HYPH cord-026948-jl3lj7yh 8 20 level level NN cord-026948-jl3lj7yh 8 21 attention attention NN cord-026948-jl3lj7yh 8 22 , , , cord-026948-jl3lj7yh 8 23 when when WRB cord-026948-jl3lj7yh 8 24 only only RB cord-026948-jl3lj7yh 8 25 a a DT cord-026948-jl3lj7yh 8 26 limited limited JJ cord-026948-jl3lj7yh 8 27 number number NN cord-026948-jl3lj7yh 8 28 of of IN cord-026948-jl3lj7yh 8 29 highly highly RB cord-026948-jl3lj7yh 8 30 - - HYPH cord-026948-jl3lj7yh 8 31 weighted weight VBN cord-026948-jl3lj7yh 8 32 posts post NNS cord-026948-jl3lj7yh 8 33 are be VBP cord-026948-jl3lj7yh 8 34 provided provide VBN cord-026948-jl3lj7yh 8 35 . . . cord-026948-jl3lj7yh 9 1 Results result NNS cord-026948-jl3lj7yh 9 2 show show VBP cord-026948-jl3lj7yh 9 3 that that IN cord-026948-jl3lj7yh 9 4 the the DT cord-026948-jl3lj7yh 9 5 weights weight NNS cord-026948-jl3lj7yh 9 6 assigned assign VBN cord-026948-jl3lj7yh 9 7 by by IN cord-026948-jl3lj7yh 9 8 the the DT cord-026948-jl3lj7yh 9 9 user user NN cord-026948-jl3lj7yh 9 10 - - HYPH cord-026948-jl3lj7yh 9 11 level level NN cord-026948-jl3lj7yh 9 12 attention attention NN cord-026948-jl3lj7yh 9 13 strongly strongly RB cord-026948-jl3lj7yh 9 14 correlate correlate VBP cord-026948-jl3lj7yh 9 15 with with IN cord-026948-jl3lj7yh 9 16 the the DT cord-026948-jl3lj7yh 9 17 amount amount NN cord-026948-jl3lj7yh 9 18 of of IN cord-026948-jl3lj7yh 9 19 information information NN cord-026948-jl3lj7yh 9 20 that that WDT cord-026948-jl3lj7yh 9 21 posts post NNS cord-026948-jl3lj7yh 9 22 provide provide VBP cord-026948-jl3lj7yh 9 23 in in IN cord-026948-jl3lj7yh 9 24 showing show VBG cord-026948-jl3lj7yh 9 25 if if IN cord-026948-jl3lj7yh 9 26 their -PRON- PRP$ cord-026948-jl3lj7yh 9 27 author author NN cord-026948-jl3lj7yh 9 28 is be VBZ cord-026948-jl3lj7yh 9 29 at at IN cord-026948-jl3lj7yh 9 30 risk risk NN cord-026948-jl3lj7yh 9 31 of of IN cord-026948-jl3lj7yh 9 32 anorexia anorexia NN cord-026948-jl3lj7yh 9 33 or or CC cord-026948-jl3lj7yh 9 34 not not RB cord-026948-jl3lj7yh 9 35 , , , cord-026948-jl3lj7yh 9 36 and and CC cord-026948-jl3lj7yh 9 37 hence hence RB cord-026948-jl3lj7yh 9 38 can can MD cord-026948-jl3lj7yh 9 39 be be VB cord-026948-jl3lj7yh 9 40 used use VBN cord-026948-jl3lj7yh 9 41 to to TO cord-026948-jl3lj7yh 9 42 explain explain VB cord-026948-jl3lj7yh 9 43 the the DT cord-026948-jl3lj7yh 9 44 decision decision NN cord-026948-jl3lj7yh 9 45 of of IN cord-026948-jl3lj7yh 9 46 the the DT cord-026948-jl3lj7yh 9 47 neural neural JJ cord-026948-jl3lj7yh 9 48 classifier classifier NN cord-026948-jl3lj7yh 9 49 . . . cord-026948-jl3lj7yh 10 1 Social social JJ cord-026948-jl3lj7yh 10 2 media media NN cord-026948-jl3lj7yh 10 3 is be VBZ cord-026948-jl3lj7yh 10 4 a a DT cord-026948-jl3lj7yh 10 5 rich rich JJ cord-026948-jl3lj7yh 10 6 source source NN cord-026948-jl3lj7yh 10 7 of of IN cord-026948-jl3lj7yh 10 8 information information NN cord-026948-jl3lj7yh 10 9 for for IN cord-026948-jl3lj7yh 10 10 the the DT cord-026948-jl3lj7yh 10 11 assessment assessment NN cord-026948-jl3lj7yh 10 12 of of IN cord-026948-jl3lj7yh 10 13 mental mental JJ cord-026948-jl3lj7yh 10 14 health health NN cord-026948-jl3lj7yh 10 15 , , , cord-026948-jl3lj7yh 10 16 as as IN cord-026948-jl3lj7yh 10 17 its -PRON- PRP$ cord-026948-jl3lj7yh 10 18 users user NNS cord-026948-jl3lj7yh 10 19 often often RB cord-026948-jl3lj7yh 10 20 feel feel VBP cord-026948-jl3lj7yh 10 21 they -PRON- PRP cord-026948-jl3lj7yh 10 22 can can MD cord-026948-jl3lj7yh 10 23 express express VB cord-026948-jl3lj7yh 10 24 their -PRON- PRP$ cord-026948-jl3lj7yh 10 25 thoughts thought NNS cord-026948-jl3lj7yh 10 26 and and CC cord-026948-jl3lj7yh 10 27 emotions emotion NNS cord-026948-jl3lj7yh 10 28 more more RBR cord-026948-jl3lj7yh 10 29 freely freely RB cord-026948-jl3lj7yh 10 30 , , , cord-026948-jl3lj7yh 10 31 and and CC cord-026948-jl3lj7yh 10 32 describe describe VB cord-026948-jl3lj7yh 10 33 their -PRON- PRP$ cord-026948-jl3lj7yh 10 34 everyday everyday JJ cord-026948-jl3lj7yh 10 35 lives life NNS cord-026948-jl3lj7yh 10 36 [ [ -LRB- cord-026948-jl3lj7yh 10 37 12 12 CD cord-026948-jl3lj7yh 10 38 ] ] -RRB- cord-026948-jl3lj7yh 10 39 . . . cord-026948-jl3lj7yh 11 1 This this DT cord-026948-jl3lj7yh 11 2 is be VBZ cord-026948-jl3lj7yh 11 3 why why WRB cord-026948-jl3lj7yh 11 4 the the DT cord-026948-jl3lj7yh 11 5 use use NN cord-026948-jl3lj7yh 11 6 of of IN cord-026948-jl3lj7yh 11 7 natural natural JJ cord-026948-jl3lj7yh 11 8 language language NN cord-026948-jl3lj7yh 11 9 processing processing NN cord-026948-jl3lj7yh 11 10 ( ( -LRB- cord-026948-jl3lj7yh 11 11 NLP NLP NNP cord-026948-jl3lj7yh 11 12 ) ) -RRB- cord-026948-jl3lj7yh 11 13 techniques technique NNS cord-026948-jl3lj7yh 11 14 to to TO cord-026948-jl3lj7yh 11 15 extract extract VB cord-026948-jl3lj7yh 11 16 information information NN cord-026948-jl3lj7yh 11 17 about about IN cord-026948-jl3lj7yh 11 18 the the DT cord-026948-jl3lj7yh 11 19 mental mental JJ cord-026948-jl3lj7yh 11 20 health health NN cord-026948-jl3lj7yh 11 21 of of IN cord-026948-jl3lj7yh 11 22 social social JJ cord-026948-jl3lj7yh 11 23 media medium NNS cord-026948-jl3lj7yh 11 24 users user NNS cord-026948-jl3lj7yh 11 25 has have VBZ cord-026948-jl3lj7yh 11 26 become become VBN cord-026948-jl3lj7yh 11 27 an an DT cord-026948-jl3lj7yh 11 28 important important JJ cord-026948-jl3lj7yh 11 29 research research NN cord-026948-jl3lj7yh 11 30 question question NN cord-026948-jl3lj7yh 11 31 in in IN cord-026948-jl3lj7yh 11 32 the the DT cord-026948-jl3lj7yh 11 33 last last JJ cord-026948-jl3lj7yh 11 34 few few JJ cord-026948-jl3lj7yh 11 35 years year NNS cord-026948-jl3lj7yh 11 36 [ [ -LRB- cord-026948-jl3lj7yh 11 37 18 18 CD cord-026948-jl3lj7yh 11 38 , , , cord-026948-jl3lj7yh 11 39 27 27 CD cord-026948-jl3lj7yh 11 40 ] ] -RRB- cord-026948-jl3lj7yh 11 41 . . . cord-026948-jl3lj7yh 12 1 One one CD cord-026948-jl3lj7yh 12 2 of of IN cord-026948-jl3lj7yh 12 3 the the DT cord-026948-jl3lj7yh 12 4 main main JJ cord-026948-jl3lj7yh 12 5 challenges challenge NNS cord-026948-jl3lj7yh 12 6 of of IN cord-026948-jl3lj7yh 12 7 developing develop VBG cord-026948-jl3lj7yh 12 8 tools tool NNS cord-026948-jl3lj7yh 12 9 for for IN cord-026948-jl3lj7yh 12 10 the the DT cord-026948-jl3lj7yh 12 11 automatic automatic JJ cord-026948-jl3lj7yh 12 12 detection detection NN cord-026948-jl3lj7yh 12 13 of of IN cord-026948-jl3lj7yh 12 14 mental mental JJ cord-026948-jl3lj7yh 12 15 health health NN cord-026948-jl3lj7yh 12 16 issues issue NNS cord-026948-jl3lj7yh 12 17 from from IN cord-026948-jl3lj7yh 12 18 social social JJ cord-026948-jl3lj7yh 12 19 media medium NNS cord-026948-jl3lj7yh 12 20 is be VBZ cord-026948-jl3lj7yh 12 21 providing provide VBG cord-026948-jl3lj7yh 12 22 justification justification NN cord-026948-jl3lj7yh 12 23 for for IN cord-026948-jl3lj7yh 12 24 the the DT cord-026948-jl3lj7yh 12 25 decisions decision NNS cord-026948-jl3lj7yh 12 26 . . . cord-026948-jl3lj7yh 13 1 Mental mental JJ cord-026948-jl3lj7yh 13 2 health health NN cord-026948-jl3lj7yh 13 3 issues issue NNS cord-026948-jl3lj7yh 13 4 are be VBP cord-026948-jl3lj7yh 13 5 still still RB cord-026948-jl3lj7yh 13 6 often often RB cord-026948-jl3lj7yh 13 7 stigmatised stigmatised JJ cord-026948-jl3lj7yh 13 8 and and CC cord-026948-jl3lj7yh 13 9 labelling label VBG cord-026948-jl3lj7yh 13 10 a a DT cord-026948-jl3lj7yh 13 11 user user NN cord-026948-jl3lj7yh 13 12 as as IN cord-026948-jl3lj7yh 13 13 a a DT cord-026948-jl3lj7yh 13 14 victim victim NN cord-026948-jl3lj7yh 13 15 of of IN cord-026948-jl3lj7yh 13 16 a a DT cord-026948-jl3lj7yh 13 17 mental mental JJ cord-026948-jl3lj7yh 13 18 health health NN cord-026948-jl3lj7yh 13 19 illness illness NN cord-026948-jl3lj7yh 13 20 without without IN cord-026948-jl3lj7yh 13 21 a a DT cord-026948-jl3lj7yh 13 22 proper proper JJ cord-026948-jl3lj7yh 13 23 justification justification NN cord-026948-jl3lj7yh 13 24 is be VBZ cord-026948-jl3lj7yh 13 25 not not RB cord-026948-jl3lj7yh 13 26 socially socially RB cord-026948-jl3lj7yh 13 27 responsible responsible JJ cord-026948-jl3lj7yh 13 28 . . . cord-026948-jl3lj7yh 14 1 As as IN cord-026948-jl3lj7yh 14 2 a a DT cord-026948-jl3lj7yh 14 3 result result NN cord-026948-jl3lj7yh 14 4 , , , cord-026948-jl3lj7yh 14 5 to to TO cord-026948-jl3lj7yh 14 6 be be VB cord-026948-jl3lj7yh 14 7 applicable applicable JJ cord-026948-jl3lj7yh 14 8 in in IN cord-026948-jl3lj7yh 14 9 a a DT cord-026948-jl3lj7yh 14 10 real real JJ cord-026948-jl3lj7yh 14 11 - - HYPH cord-026948-jl3lj7yh 14 12 life life NN cord-026948-jl3lj7yh 14 13 setting setting NN cord-026948-jl3lj7yh 14 14 , , , cord-026948-jl3lj7yh 14 15 automatic automatic JJ cord-026948-jl3lj7yh 14 16 systems system NNS cord-026948-jl3lj7yh 14 17 should should MD cord-026948-jl3lj7yh 14 18 not not RB cord-026948-jl3lj7yh 14 19 only only RB cord-026948-jl3lj7yh 14 20 be be VB cord-026948-jl3lj7yh 14 21 accurate accurate JJ cord-026948-jl3lj7yh 14 22 , , , cord-026948-jl3lj7yh 14 23 but but CC cord-026948-jl3lj7yh 14 24 their -PRON- PRP$ cord-026948-jl3lj7yh 14 25 decisions decision NNS cord-026948-jl3lj7yh 14 26 need need VBP cord-026948-jl3lj7yh 14 27 to to TO cord-026948-jl3lj7yh 14 28 be be VB cord-026948-jl3lj7yh 14 29 explained explain VBN cord-026948-jl3lj7yh 14 30 . . . cord-026948-jl3lj7yh 15 1 In in IN cord-026948-jl3lj7yh 15 2 the the DT cord-026948-jl3lj7yh 15 3 past past JJ cord-026948-jl3lj7yh 15 4 decade decade NN cord-026948-jl3lj7yh 15 5 , , , cord-026948-jl3lj7yh 15 6 deep deep JJ cord-026948-jl3lj7yh 15 7 learning learning NN cord-026948-jl3lj7yh 15 8 algorithms algorithm NNS cord-026948-jl3lj7yh 15 9 have have VBP cord-026948-jl3lj7yh 15 10 become become VBN cord-026948-jl3lj7yh 15 11 the the DT cord-026948-jl3lj7yh 15 12 state state NN cord-026948-jl3lj7yh 15 13 of of IN cord-026948-jl3lj7yh 15 14 the the DT cord-026948-jl3lj7yh 15 15 art art NN cord-026948-jl3lj7yh 15 16 in in IN cord-026948-jl3lj7yh 15 17 many many JJ cord-026948-jl3lj7yh 15 18 NLP NLP NNP cord-026948-jl3lj7yh 15 19 applications application NNS cord-026948-jl3lj7yh 15 20 . . . cord-026948-jl3lj7yh 16 1 By by IN cord-026948-jl3lj7yh 16 2 automatically automatically RB cord-026948-jl3lj7yh 16 3 learning learn VBG cord-026948-jl3lj7yh 16 4 the the DT cord-026948-jl3lj7yh 16 5 representation representation NN cord-026948-jl3lj7yh 16 6 of of IN cord-026948-jl3lj7yh 16 7 useful useful JJ cord-026948-jl3lj7yh 16 8 linguistic linguistic JJ cord-026948-jl3lj7yh 16 9 features feature NNS cord-026948-jl3lj7yh 16 10 for for IN cord-026948-jl3lj7yh 16 11 the the DT cord-026948-jl3lj7yh 16 12 tasks task NNS cord-026948-jl3lj7yh 16 13 they -PRON- PRP cord-026948-jl3lj7yh 16 14 are be VBP cord-026948-jl3lj7yh 16 15 performing perform VBG cord-026948-jl3lj7yh 16 16 , , , cord-026948-jl3lj7yh 16 17 deep deep JJ cord-026948-jl3lj7yh 16 18 learning learning NN cord-026948-jl3lj7yh 16 19 approaches approach NNS cord-026948-jl3lj7yh 16 20 have have VBP cord-026948-jl3lj7yh 16 21 lead lead NN cord-026948-jl3lj7yh 16 22 to to IN cord-026948-jl3lj7yh 16 23 impressive impressive JJ cord-026948-jl3lj7yh 16 24 improvements improvement NNS cord-026948-jl3lj7yh 16 25 in in IN cord-026948-jl3lj7yh 16 26 most most JJS cord-026948-jl3lj7yh 16 27 NLP NLP NNP cord-026948-jl3lj7yh 16 28 tasks task NNS cord-026948-jl3lj7yh 16 29 [ [ -LRB- cord-026948-jl3lj7yh 16 30 4 4 CD cord-026948-jl3lj7yh 16 31 , , , cord-026948-jl3lj7yh 16 32 7 7 CD cord-026948-jl3lj7yh 16 33 ] ] -RRB- cord-026948-jl3lj7yh 16 34 . . . cord-026948-jl3lj7yh 17 1 This this DT cord-026948-jl3lj7yh 17 2 also also RB cord-026948-jl3lj7yh 17 3 applies apply VBZ cord-026948-jl3lj7yh 17 4 to to IN cord-026948-jl3lj7yh 17 5 the the DT cord-026948-jl3lj7yh 17 6 domain domain NN cord-026948-jl3lj7yh 17 7 of of IN cord-026948-jl3lj7yh 17 8 NLP NLP NNP cord-026948-jl3lj7yh 17 9 for for IN cord-026948-jl3lj7yh 17 10 mental mental JJ cord-026948-jl3lj7yh 17 11 health health NN cord-026948-jl3lj7yh 17 12 assessment assessment NN cord-026948-jl3lj7yh 17 13 , , , cord-026948-jl3lj7yh 17 14 where where WRB cord-026948-jl3lj7yh 17 15 recent recent JJ cord-026948-jl3lj7yh 17 16 deep deep JJ cord-026948-jl3lj7yh 17 17 learning learning NN cord-026948-jl3lj7yh 17 18 models model NNS cord-026948-jl3lj7yh 17 19 have have VBP cord-026948-jl3lj7yh 17 20 led lead VBN cord-026948-jl3lj7yh 17 21 to to IN cord-026948-jl3lj7yh 17 22 state state NN cord-026948-jl3lj7yh 17 23 - - HYPH cord-026948-jl3lj7yh 17 24 of of IN cord-026948-jl3lj7yh 17 25 - - HYPH cord-026948-jl3lj7yh 17 26 the the DT cord-026948-jl3lj7yh 17 27 - - HYPH cord-026948-jl3lj7yh 17 28 art art NN cord-026948-jl3lj7yh 17 29 results result NNS cord-026948-jl3lj7yh 17 30 in in IN cord-026948-jl3lj7yh 17 31 the the DT cord-026948-jl3lj7yh 17 32 field field NN cord-026948-jl3lj7yh 17 33 [ [ -LRB- cord-026948-jl3lj7yh 17 34 19 19 CD cord-026948-jl3lj7yh 17 35 , , , cord-026948-jl3lj7yh 17 36 21 21 CD cord-026948-jl3lj7yh 17 37 , , , cord-026948-jl3lj7yh 17 38 22 22 CD cord-026948-jl3lj7yh 17 39 ] ] -RRB- cord-026948-jl3lj7yh 17 40 . . . cord-026948-jl3lj7yh 18 1 However however RB cord-026948-jl3lj7yh 18 2 , , , cord-026948-jl3lj7yh 18 3 despite despite IN cord-026948-jl3lj7yh 18 4 achieving achieve VBG cord-026948-jl3lj7yh 18 5 high high JJ cord-026948-jl3lj7yh 18 6 performance performance NN cord-026948-jl3lj7yh 18 7 , , , cord-026948-jl3lj7yh 18 8 one one CD cord-026948-jl3lj7yh 18 9 of of IN cord-026948-jl3lj7yh 18 10 the the DT cord-026948-jl3lj7yh 18 11 most most RBS cord-026948-jl3lj7yh 18 12 important important JJ cord-026948-jl3lj7yh 18 13 drawbacks drawback NNS cord-026948-jl3lj7yh 18 14 of of IN cord-026948-jl3lj7yh 18 15 these these DT cord-026948-jl3lj7yh 18 16 models model NNS cord-026948-jl3lj7yh 18 17 is be VBZ cord-026948-jl3lj7yh 18 18 their -PRON- PRP$ cord-026948-jl3lj7yh 18 19 black black JJ cord-026948-jl3lj7yh 18 20 box box NN cord-026948-jl3lj7yh 18 21 nature nature NN cord-026948-jl3lj7yh 18 22 , , , cord-026948-jl3lj7yh 18 23 where where WRB cord-026948-jl3lj7yh 18 24 the the DT cord-026948-jl3lj7yh 18 25 reasoning reasoning NN cord-026948-jl3lj7yh 18 26 behind behind IN cord-026948-jl3lj7yh 18 27 their -PRON- PRP$ cord-026948-jl3lj7yh 18 28 decision decision NN cord-026948-jl3lj7yh 18 29 is be VBZ cord-026948-jl3lj7yh 18 30 difficult difficult JJ cord-026948-jl3lj7yh 18 31 to to TO cord-026948-jl3lj7yh 18 32 interpret interpret VB cord-026948-jl3lj7yh 18 33 and and CC cord-026948-jl3lj7yh 18 34 explain explain VB cord-026948-jl3lj7yh 18 35 to to IN cord-026948-jl3lj7yh 18 36 the the DT cord-026948-jl3lj7yh 18 37 end end NN cord-026948-jl3lj7yh 18 38 users user NNS cord-026948-jl3lj7yh 18 39 . . . cord-026948-jl3lj7yh 19 1 This this DT cord-026948-jl3lj7yh 19 2 constitutes constitute VBZ cord-026948-jl3lj7yh 19 3 a a DT cord-026948-jl3lj7yh 19 4 serious serious JJ cord-026948-jl3lj7yh 19 5 setback setback NN cord-026948-jl3lj7yh 19 6 to to IN cord-026948-jl3lj7yh 19 7 their -PRON- PRP$ cord-026948-jl3lj7yh 19 8 adoption adoption NN cord-026948-jl3lj7yh 19 9 by by IN cord-026948-jl3lj7yh 19 10 health health NN cord-026948-jl3lj7yh 19 11 professionals professional NNS cord-026948-jl3lj7yh 19 12 [ [ -LRB- cord-026948-jl3lj7yh 19 13 10 10 CD cord-026948-jl3lj7yh 19 14 ] ] -RRB- cord-026948-jl3lj7yh 19 15 . . . cord-026948-jl3lj7yh 20 1 The the DT cord-026948-jl3lj7yh 20 2 focus focus NN cord-026948-jl3lj7yh 20 3 of of IN cord-026948-jl3lj7yh 20 4 this this DT cord-026948-jl3lj7yh 20 5 paper paper NN cord-026948-jl3lj7yh 20 6 is be VBZ cord-026948-jl3lj7yh 20 7 to to TO cord-026948-jl3lj7yh 20 8 assess assess VB cord-026948-jl3lj7yh 20 9 the the DT cord-026948-jl3lj7yh 20 10 usefulness usefulness NN cord-026948-jl3lj7yh 20 11 of of IN cord-026948-jl3lj7yh 20 12 user user NN cord-026948-jl3lj7yh 20 13 - - HYPH cord-026948-jl3lj7yh 20 14 level level NN cord-026948-jl3lj7yh 20 15 attention attention NN cord-026948-jl3lj7yh 20 16 mechanism mechanism NN cord-026948-jl3lj7yh 20 17 [ [ -LRB- cord-026948-jl3lj7yh 20 18 22 22 CD cord-026948-jl3lj7yh 20 19 ] ] -RRB- cord-026948-jl3lj7yh 20 20 as as IN cord-026948-jl3lj7yh 20 21 a a DT cord-026948-jl3lj7yh 20 22 means means NN cord-026948-jl3lj7yh 20 23 to to TO cord-026948-jl3lj7yh 20 24 help help VB cord-026948-jl3lj7yh 20 25 explain explain VB cord-026948-jl3lj7yh 20 26 neural neural JJ cord-026948-jl3lj7yh 20 27 classifiers classifier NNS cord-026948-jl3lj7yh 20 28 in in IN cord-026948-jl3lj7yh 20 29 mental mental JJ cord-026948-jl3lj7yh 20 30 health health NN cord-026948-jl3lj7yh 20 31 . . . cord-026948-jl3lj7yh 21 1 Although although IN cord-026948-jl3lj7yh 21 2 the the DT cord-026948-jl3lj7yh 21 3 experiments experiment NNS cord-026948-jl3lj7yh 21 4 were be VBD cord-026948-jl3lj7yh 21 5 performed perform VBN cord-026948-jl3lj7yh 21 6 on on IN cord-026948-jl3lj7yh 21 7 the the DT cord-026948-jl3lj7yh 21 8 detection detection NN cord-026948-jl3lj7yh 21 9 of of IN cord-026948-jl3lj7yh 21 10 anorexia anorexia NN cord-026948-jl3lj7yh 21 11 in in IN cord-026948-jl3lj7yh 21 12 social social JJ cord-026948-jl3lj7yh 21 13 media medium NNS cord-026948-jl3lj7yh 21 14 , , , cord-026948-jl3lj7yh 21 15 the the DT cord-026948-jl3lj7yh 21 16 methdology methdology NN cord-026948-jl3lj7yh 21 17 is be VBZ cord-026948-jl3lj7yh 21 18 not not RB cord-026948-jl3lj7yh 21 19 domain domain NN cord-026948-jl3lj7yh 21 20 - - HYPH cord-026948-jl3lj7yh 21 21 dependent dependent JJ cord-026948-jl3lj7yh 21 22 , , , cord-026948-jl3lj7yh 21 23 hence hence RB cord-026948-jl3lj7yh 21 24 can can MD cord-026948-jl3lj7yh 21 25 be be VB cord-026948-jl3lj7yh 21 26 applied apply VBN cord-026948-jl3lj7yh 21 27 to to IN cord-026948-jl3lj7yh 21 28 other other JJ cord-026948-jl3lj7yh 21 29 tasks task NNS cord-026948-jl3lj7yh 21 30 involved involve VBN cord-026948-jl3lj7yh 21 31 in in IN cord-026948-jl3lj7yh 21 32 the the DT cord-026948-jl3lj7yh 21 33 detection detection NN cord-026948-jl3lj7yh 21 34 of of IN cord-026948-jl3lj7yh 21 35 mental mental JJ cord-026948-jl3lj7yh 21 36 health health NN cord-026948-jl3lj7yh 21 37 issues issue NNS cord-026948-jl3lj7yh 21 38 of of IN cord-026948-jl3lj7yh 21 39 social social JJ cord-026948-jl3lj7yh 21 40 media medium NNS cord-026948-jl3lj7yh 21 41 users user NNS cord-026948-jl3lj7yh 21 42 , , , cord-026948-jl3lj7yh 21 43 based base VBN cord-026948-jl3lj7yh 21 44 on on IN cord-026948-jl3lj7yh 21 45 their -PRON- PRP$ cord-026948-jl3lj7yh 21 46 online online JJ cord-026948-jl3lj7yh 21 47 posts post NNS cord-026948-jl3lj7yh 21 48 . . . cord-026948-jl3lj7yh 22 1 The the DT cord-026948-jl3lj7yh 22 2 paper paper NN cord-026948-jl3lj7yh 22 3 is be VBZ cord-026948-jl3lj7yh 22 4 organized organize VBN cord-026948-jl3lj7yh 22 5 as as IN cord-026948-jl3lj7yh 22 6 follows follow VBZ cord-026948-jl3lj7yh 22 7 : : : cord-026948-jl3lj7yh 23 1 Sect Sect NNP cord-026948-jl3lj7yh 23 2 . . . cord-026948-jl3lj7yh 24 1 2 2 CD cord-026948-jl3lj7yh 24 2 explains explain VBZ cord-026948-jl3lj7yh 24 3 the the DT cord-026948-jl3lj7yh 24 4 two two CD cord-026948-jl3lj7yh 24 5 levels level NNS cord-026948-jl3lj7yh 24 6 where where WRB cord-026948-jl3lj7yh 24 7 the the DT cord-026948-jl3lj7yh 24 8 attention attention NN cord-026948-jl3lj7yh 24 9 mechanism mechanism NN cord-026948-jl3lj7yh 24 10 can can MD cord-026948-jl3lj7yh 24 11 be be VB cord-026948-jl3lj7yh 24 12 used use VBN cord-026948-jl3lj7yh 24 13 ( ( -LRB- cord-026948-jl3lj7yh 24 14 i.e. i.e. FW cord-026948-jl3lj7yh 24 15 intra intra JJ cord-026948-jl3lj7yh 24 16 - - JJ cord-026948-jl3lj7yh 24 17 document document NN cord-026948-jl3lj7yh 24 18 and and CC cord-026948-jl3lj7yh 24 19 inter inter JJ cord-026948-jl3lj7yh 24 20 - - JJ cord-026948-jl3lj7yh 24 21 document document NN cord-026948-jl3lj7yh 24 22 ) ) -RRB- cord-026948-jl3lj7yh 24 23 , , , cord-026948-jl3lj7yh 24 24 and and CC cord-026948-jl3lj7yh 24 25 describes describe VBZ cord-026948-jl3lj7yh 24 26 the the DT cord-026948-jl3lj7yh 24 27 related related JJ cord-026948-jl3lj7yh 24 28 work work NN cord-026948-jl3lj7yh 24 29 in in IN cord-026948-jl3lj7yh 24 30 validating validate VBG cord-026948-jl3lj7yh 24 31 explainability explainability NN cord-026948-jl3lj7yh 24 32 using use VBG cord-026948-jl3lj7yh 24 33 attention attention NN cord-026948-jl3lj7yh 24 34 mechanism mechanism NN cord-026948-jl3lj7yh 24 35 . . . cord-026948-jl3lj7yh 25 1 Section section NN cord-026948-jl3lj7yh 25 2 3 3 CD cord-026948-jl3lj7yh 25 3 explains explain VBZ cord-026948-jl3lj7yh 25 4 our -PRON- PRP$ cord-026948-jl3lj7yh 25 5 experiments experiment NNS cord-026948-jl3lj7yh 25 6 to to TO cord-026948-jl3lj7yh 25 7 validate validate VB cord-026948-jl3lj7yh 25 8 the the DT cord-026948-jl3lj7yh 25 9 interpretability interpretability NN cord-026948-jl3lj7yh 25 10 of of IN cord-026948-jl3lj7yh 25 11 userlevel userlevel JJ cord-026948-jl3lj7yh 25 12 attention attention NN cord-026948-jl3lj7yh 25 13 , , , cord-026948-jl3lj7yh 25 14 whose whose WP$ cord-026948-jl3lj7yh 25 15 results result NNS cord-026948-jl3lj7yh 25 16 are be VBP cord-026948-jl3lj7yh 25 17 then then RB cord-026948-jl3lj7yh 25 18 presented present VBN cord-026948-jl3lj7yh 25 19 in in IN cord-026948-jl3lj7yh 25 20 Sect Sect NNP cord-026948-jl3lj7yh 25 21 . . . cord-026948-jl3lj7yh 26 1 4 4 LS cord-026948-jl3lj7yh 26 2 . . . cord-026948-jl3lj7yh 27 1 Section section NN cord-026948-jl3lj7yh 27 2 5 5 CD cord-026948-jl3lj7yh 27 3 provides provide VBZ cord-026948-jl3lj7yh 27 4 additional additional JJ cord-026948-jl3lj7yh 27 5 observations observation NNS cord-026948-jl3lj7yh 27 6 in in IN cord-026948-jl3lj7yh 27 7 terms term NNS cord-026948-jl3lj7yh 27 8 of of IN cord-026948-jl3lj7yh 27 9 how how WRB cord-026948-jl3lj7yh 27 10 the the DT cord-026948-jl3lj7yh 27 11 attention attention NN cord-026948-jl3lj7yh 27 12 mechanism mechanism NN cord-026948-jl3lj7yh 27 13 has have VBZ cord-026948-jl3lj7yh 27 14 worked work VBN cord-026948-jl3lj7yh 27 15 . . . cord-026948-jl3lj7yh 28 1 Finally finally RB cord-026948-jl3lj7yh 28 2 , , , cord-026948-jl3lj7yh 28 3 Sect Sect NNP cord-026948-jl3lj7yh 28 4 . . . cord-026948-jl3lj7yh 29 1 6 6 CD cord-026948-jl3lj7yh 29 2 concludes conclude VBZ cord-026948-jl3lj7yh 29 3 the the DT cord-026948-jl3lj7yh 29 4 paper paper NN cord-026948-jl3lj7yh 29 5 and and CC cord-026948-jl3lj7yh 29 6 provides provide VBZ cord-026948-jl3lj7yh 29 7 future future JJ cord-026948-jl3lj7yh 29 8 directions direction NNS cord-026948-jl3lj7yh 29 9 for for IN cord-026948-jl3lj7yh 29 10 the the DT cord-026948-jl3lj7yh 29 11 current current JJ cord-026948-jl3lj7yh 29 12 work work NN cord-026948-jl3lj7yh 29 13 . . . cord-026948-jl3lj7yh 30 1 Attention attention NN cord-026948-jl3lj7yh 30 2 mechanism mechanism NN cord-026948-jl3lj7yh 30 3 [ [ -LRB- cord-026948-jl3lj7yh 30 4 1 1 CD cord-026948-jl3lj7yh 30 5 ] ] -RRB- cord-026948-jl3lj7yh 30 6 has have VBZ cord-026948-jl3lj7yh 30 7 become become VBN cord-026948-jl3lj7yh 30 8 an an DT cord-026948-jl3lj7yh 30 9 essential essential JJ cord-026948-jl3lj7yh 30 10 part part NN cord-026948-jl3lj7yh 30 11 of of IN cord-026948-jl3lj7yh 30 12 many many JJ cord-026948-jl3lj7yh 30 13 deep deep JJ cord-026948-jl3lj7yh 30 14 learning learning NN cord-026948-jl3lj7yh 30 15 architectures architecture NNS cord-026948-jl3lj7yh 30 16 used use VBN cord-026948-jl3lj7yh 30 17 in in IN cord-026948-jl3lj7yh 30 18 NLP NLP NNP cord-026948-jl3lj7yh 30 19 , , , cord-026948-jl3lj7yh 30 20 as as IN cord-026948-jl3lj7yh 30 21 it -PRON- PRP cord-026948-jl3lj7yh 30 22 allows allow VBZ cord-026948-jl3lj7yh 30 23 the the DT cord-026948-jl3lj7yh 30 24 model model NN cord-026948-jl3lj7yh 30 25 to to TO cord-026948-jl3lj7yh 30 26 learn learn VB cord-026948-jl3lj7yh 30 27 which which WDT cord-026948-jl3lj7yh 30 28 segments segment NNS cord-026948-jl3lj7yh 30 29 of of IN cord-026948-jl3lj7yh 30 30 text text NN cord-026948-jl3lj7yh 30 31 should should MD cord-026948-jl3lj7yh 30 32 be be VB cord-026948-jl3lj7yh 30 33 focused focus VBN cord-026948-jl3lj7yh 30 34 on on IN cord-026948-jl3lj7yh 30 35 to to TO cord-026948-jl3lj7yh 30 36 arrive arrive VB cord-026948-jl3lj7yh 30 37 at at IN cord-026948-jl3lj7yh 30 38 a a DT cord-026948-jl3lj7yh 30 39 more more RBR cord-026948-jl3lj7yh 30 40 accurate accurate JJ cord-026948-jl3lj7yh 30 41 decision decision NN cord-026948-jl3lj7yh 30 42 . . . cord-026948-jl3lj7yh 31 1 In in IN cord-026948-jl3lj7yh 31 2 text text NN cord-026948-jl3lj7yh 31 3 classification classification NN cord-026948-jl3lj7yh 31 4 applications application NNS cord-026948-jl3lj7yh 31 5 , , , cord-026948-jl3lj7yh 31 6 such such JJ cord-026948-jl3lj7yh 31 7 as as IN cord-026948-jl3lj7yh 31 8 the the DT cord-026948-jl3lj7yh 31 9 detection detection NN cord-026948-jl3lj7yh 31 10 of of IN cord-026948-jl3lj7yh 31 11 mental mental JJ cord-026948-jl3lj7yh 31 12 health health NN cord-026948-jl3lj7yh 31 13 issues issue NNS cord-026948-jl3lj7yh 31 14 , , , cord-026948-jl3lj7yh 31 15 attention attention NN cord-026948-jl3lj7yh 31 16 mechanisms mechanism NNS cord-026948-jl3lj7yh 31 17 can can MD cord-026948-jl3lj7yh 31 18 be be VB cord-026948-jl3lj7yh 31 19 applied apply VBN cord-026948-jl3lj7yh 31 20 both both CC cord-026948-jl3lj7yh 31 21 at at IN cord-026948-jl3lj7yh 31 22 the the DT cord-026948-jl3lj7yh 31 23 intra intra NNP cord-026948-jl3lj7yh 31 24 and and CC cord-026948-jl3lj7yh 31 25 the the DT cord-026948-jl3lj7yh 31 26 inter inter JJ cord-026948-jl3lj7yh 31 27 - - JJ cord-026948-jl3lj7yh 31 28 document document JJ cord-026948-jl3lj7yh 31 29 levels level NNS cord-026948-jl3lj7yh 31 30 [ [ -LRB- cord-026948-jl3lj7yh 31 31 20 20 CD cord-026948-jl3lj7yh 31 32 ] ] -RRB- cord-026948-jl3lj7yh 31 33 . . . cord-026948-jl3lj7yh 32 1 At at IN cord-026948-jl3lj7yh 32 2 the the DT cord-026948-jl3lj7yh 32 3 intra intra JJ cord-026948-jl3lj7yh 32 4 - - JJ cord-026948-jl3lj7yh 32 5 document document JJ cord-026948-jl3lj7yh 32 6 level level NN cord-026948-jl3lj7yh 32 7 , , , cord-026948-jl3lj7yh 32 8 the the DT cord-026948-jl3lj7yh 32 9 attention attention NN cord-026948-jl3lj7yh 32 10 mechanism mechanism NN cord-026948-jl3lj7yh 32 11 learns learn VBZ cord-026948-jl3lj7yh 32 12 to to TO cord-026948-jl3lj7yh 32 13 find find VB cord-026948-jl3lj7yh 32 14 informative informative JJ cord-026948-jl3lj7yh 32 15 segments segment NNS cord-026948-jl3lj7yh 32 16 of of IN cord-026948-jl3lj7yh 32 17 each each DT cord-026948-jl3lj7yh 32 18 document document NN cord-026948-jl3lj7yh 32 19 , , , cord-026948-jl3lj7yh 32 20 and and CC cord-026948-jl3lj7yh 32 21 assigns assign VBZ cord-026948-jl3lj7yh 32 22 higher high JJR cord-026948-jl3lj7yh 32 23 weights weight NNS cord-026948-jl3lj7yh 32 24 to to IN cord-026948-jl3lj7yh 32 25 these these DT cord-026948-jl3lj7yh 32 26 segments segment NNS cord-026948-jl3lj7yh 32 27 when when WRB cord-026948-jl3lj7yh 32 28 creating create VBG cord-026948-jl3lj7yh 32 29 a a DT cord-026948-jl3lj7yh 32 30 representation representation NN cord-026948-jl3lj7yh 32 31 of of IN cord-026948-jl3lj7yh 32 32 the the DT cord-026948-jl3lj7yh 32 33 whole whole JJ cord-026948-jl3lj7yh 32 34 document document NN cord-026948-jl3lj7yh 32 35 . . . cord-026948-jl3lj7yh 33 1 The the DT cord-026948-jl3lj7yh 33 2 success success NN cord-026948-jl3lj7yh 33 3 of of IN cord-026948-jl3lj7yh 33 4 the the DT cord-026948-jl3lj7yh 33 5 intradocument intradocument JJ cord-026948-jl3lj7yh 33 6 attention attention NN cord-026948-jl3lj7yh 33 7 mechanism mechanism NN cord-026948-jl3lj7yh 33 8 has have VBZ cord-026948-jl3lj7yh 33 9 made make VBN cord-026948-jl3lj7yh 33 10 it -PRON- PRP cord-026948-jl3lj7yh 33 11 an an DT cord-026948-jl3lj7yh 33 12 essential essential JJ cord-026948-jl3lj7yh 33 13 part part NN cord-026948-jl3lj7yh 33 14 of of IN cord-026948-jl3lj7yh 33 15 transformers transformer NNS cord-026948-jl3lj7yh 33 16 [ [ -LRB- cord-026948-jl3lj7yh 33 17 25 25 CD cord-026948-jl3lj7yh 33 18 ] ] -RRB- cord-026948-jl3lj7yh 33 19 , , , cord-026948-jl3lj7yh 33 20 which which WDT cord-026948-jl3lj7yh 33 21 are be VBP cord-026948-jl3lj7yh 33 22 now now RB cord-026948-jl3lj7yh 33 23 the the DT cord-026948-jl3lj7yh 33 24 building building NN cord-026948-jl3lj7yh 33 25 block block NN cord-026948-jl3lj7yh 33 26 of of IN cord-026948-jl3lj7yh 33 27 several several JJ cord-026948-jl3lj7yh 33 28 powerful powerful JJ cord-026948-jl3lj7yh 33 29 NLP NLP NNP cord-026948-jl3lj7yh 33 30 models model NNS cord-026948-jl3lj7yh 33 31 , , , cord-026948-jl3lj7yh 33 32 such such JJ cord-026948-jl3lj7yh 33 33 as as IN cord-026948-jl3lj7yh 33 34 BERT BERT NNP cord-026948-jl3lj7yh 33 35 [ [ -LRB- cord-026948-jl3lj7yh 33 36 5 5 CD cord-026948-jl3lj7yh 33 37 ] ] -RRB- cord-026948-jl3lj7yh 33 38 . . . cord-026948-jl3lj7yh 34 1 On on IN cord-026948-jl3lj7yh 34 2 the the DT cord-026948-jl3lj7yh 34 3 other other JJ cord-026948-jl3lj7yh 34 4 hand hand NN cord-026948-jl3lj7yh 34 5 , , , cord-026948-jl3lj7yh 34 6 the the DT cord-026948-jl3lj7yh 34 7 inter inter JJ cord-026948-jl3lj7yh 34 8 - - JJ cord-026948-jl3lj7yh 34 9 document document JJ cord-026948-jl3lj7yh 34 10 attention attention NN cord-026948-jl3lj7yh 34 11 mechanism mechanism NN cord-026948-jl3lj7yh 34 12 tries try VBZ cord-026948-jl3lj7yh 34 13 to to TO cord-026948-jl3lj7yh 34 14 identify identify VB cord-026948-jl3lj7yh 34 15 entire entire JJ cord-026948-jl3lj7yh 34 16 documents document NNS cord-026948-jl3lj7yh 34 17 that that WDT cord-026948-jl3lj7yh 34 18 are be VBP cord-026948-jl3lj7yh 34 19 more more RBR cord-026948-jl3lj7yh 34 20 informative informative JJ cord-026948-jl3lj7yh 34 21 from from IN cord-026948-jl3lj7yh 34 22 a a DT cord-026948-jl3lj7yh 34 23 collection collection NN cord-026948-jl3lj7yh 34 24 , , , cord-026948-jl3lj7yh 34 25 and and CC cord-026948-jl3lj7yh 34 26 assign assign VB cord-026948-jl3lj7yh 34 27 higher high JJR cord-026948-jl3lj7yh 34 28 weights weight NNS cord-026948-jl3lj7yh 34 29 to to IN cord-026948-jl3lj7yh 34 30 these these DT cord-026948-jl3lj7yh 34 31 when when WRB cord-026948-jl3lj7yh 34 32 computing compute VBG cord-026948-jl3lj7yh 34 33 the the DT cord-026948-jl3lj7yh 34 34 representation representation NN cord-026948-jl3lj7yh 34 35 of of IN cord-026948-jl3lj7yh 34 36 the the DT cord-026948-jl3lj7yh 34 37 whole whole JJ cord-026948-jl3lj7yh 34 38 collection collection NN cord-026948-jl3lj7yh 34 39 . . . cord-026948-jl3lj7yh 35 1 The the DT cord-026948-jl3lj7yh 35 2 inter inter JJ cord-026948-jl3lj7yh 35 3 - - JJ cord-026948-jl3lj7yh 35 4 document document JJ cord-026948-jl3lj7yh 35 5 attention attention NN cord-026948-jl3lj7yh 35 6 mechanism mechanism NN cord-026948-jl3lj7yh 35 7 is be VBZ cord-026948-jl3lj7yh 35 8 generally generally RB cord-026948-jl3lj7yh 35 9 used use VBN cord-026948-jl3lj7yh 35 10 when when WRB cord-026948-jl3lj7yh 35 11 the the DT cord-026948-jl3lj7yh 35 12 classification classification NN cord-026948-jl3lj7yh 35 13 pertains pertain VBZ cord-026948-jl3lj7yh 35 14 to to IN cord-026948-jl3lj7yh 35 15 the the DT cord-026948-jl3lj7yh 35 16 entire entire JJ cord-026948-jl3lj7yh 35 17 collection collection NN cord-026948-jl3lj7yh 35 18 , , , cord-026948-jl3lj7yh 35 19 as as IN cord-026948-jl3lj7yh 35 20 opposed oppose VBN cord-026948-jl3lj7yh 35 21 to to IN cord-026948-jl3lj7yh 35 22 individual individual JJ cord-026948-jl3lj7yh 35 23 documents document NNS cord-026948-jl3lj7yh 35 24 . . . cord-026948-jl3lj7yh 36 1 Previous previous JJ cord-026948-jl3lj7yh 36 2 work work NN cord-026948-jl3lj7yh 36 3 in in IN cord-026948-jl3lj7yh 36 4 NLP NLP NNP cord-026948-jl3lj7yh 36 5 for for IN cord-026948-jl3lj7yh 36 6 clinical clinical JJ cord-026948-jl3lj7yh 36 7 psychology psychology NN cord-026948-jl3lj7yh 36 8 has have VBZ cord-026948-jl3lj7yh 36 9 typically typically RB cord-026948-jl3lj7yh 36 10 used use VBN cord-026948-jl3lj7yh 36 11 this this DT cord-026948-jl3lj7yh 36 12 type type NN cord-026948-jl3lj7yh 36 13 of of IN cord-026948-jl3lj7yh 36 14 attention attention NN cord-026948-jl3lj7yh 36 15 mechanism mechanism NN cord-026948-jl3lj7yh 36 16 to to TO cord-026948-jl3lj7yh 36 17 create create VB cord-026948-jl3lj7yh 36 18 a a DT cord-026948-jl3lj7yh 36 19 representation representation NN cord-026948-jl3lj7yh 36 20 of of IN cord-026948-jl3lj7yh 36 21 social social JJ cord-026948-jl3lj7yh 36 22 media medium NNS cord-026948-jl3lj7yh 36 23 users user NNS cord-026948-jl3lj7yh 36 24 : : : cord-026948-jl3lj7yh 36 25 a a DT cord-026948-jl3lj7yh 36 26 collection collection NN cord-026948-jl3lj7yh 36 27 of of IN cord-026948-jl3lj7yh 36 28 online online JJ cord-026948-jl3lj7yh 36 29 posts post NNS cord-026948-jl3lj7yh 36 30 from from IN cord-026948-jl3lj7yh 36 31 each each DT cord-026948-jl3lj7yh 36 32 user user NN cord-026948-jl3lj7yh 36 33 is be VBZ cord-026948-jl3lj7yh 36 34 fed feed VBN cord-026948-jl3lj7yh 36 35 to to IN cord-026948-jl3lj7yh 36 36 the the DT cord-026948-jl3lj7yh 36 37 model model NN cord-026948-jl3lj7yh 36 38 and and CC cord-026948-jl3lj7yh 36 39 the the DT cord-026948-jl3lj7yh 36 40 inter inter JJ cord-026948-jl3lj7yh 36 41 - - JJ cord-026948-jl3lj7yh 36 42 document document JJ cord-026948-jl3lj7yh 36 43 attention attention NN cord-026948-jl3lj7yh 36 44 ( ( -LRB- cord-026948-jl3lj7yh 36 45 also also RB cord-026948-jl3lj7yh 36 46 referred refer VBN cord-026948-jl3lj7yh 36 47 to to IN cord-026948-jl3lj7yh 36 48 as as IN cord-026948-jl3lj7yh 36 49 user user NN cord-026948-jl3lj7yh 36 50 - - HYPH cord-026948-jl3lj7yh 36 51 level level NN cord-026948-jl3lj7yh 36 52 attention attention NN cord-026948-jl3lj7yh 36 53 ) ) -RRB- cord-026948-jl3lj7yh 36 54 creates create VBZ cord-026948-jl3lj7yh 36 55 a a DT cord-026948-jl3lj7yh 36 56 representation representation NN cord-026948-jl3lj7yh 36 57 of of IN cord-026948-jl3lj7yh 36 58 the the DT cord-026948-jl3lj7yh 36 59 user user NN cord-026948-jl3lj7yh 36 60 through through IN cord-026948-jl3lj7yh 36 61 a a DT cord-026948-jl3lj7yh 36 62 weighted weighted JJ cord-026948-jl3lj7yh 36 63 average average NN cord-026948-jl3lj7yh 36 64 of of IN cord-026948-jl3lj7yh 36 65 the the DT cord-026948-jl3lj7yh 36 66 representations representation NNS cord-026948-jl3lj7yh 36 67 of of IN cord-026948-jl3lj7yh 36 68 their -PRON- PRP$ cord-026948-jl3lj7yh 36 69 online online JJ cord-026948-jl3lj7yh 36 70 posts post NNS cord-026948-jl3lj7yh 36 71 , , , cord-026948-jl3lj7yh 36 72 with with IN cord-026948-jl3lj7yh 36 73 the the DT cord-026948-jl3lj7yh 36 74 most most RBS cord-026948-jl3lj7yh 36 75 informative informative JJ cord-026948-jl3lj7yh 36 76 posts post NNS cord-026948-jl3lj7yh 36 77 are be VBP cord-026948-jl3lj7yh 36 78 assigned assign VBN cord-026948-jl3lj7yh 36 79 higher high JJR cord-026948-jl3lj7yh 36 80 weights weight NNS cord-026948-jl3lj7yh 36 81 . . . cord-026948-jl3lj7yh 37 1 While while IN cord-026948-jl3lj7yh 37 2 Mohammadi Mohammadi NNP cord-026948-jl3lj7yh 37 3 et et NNP cord-026948-jl3lj7yh 37 4 al al NNP cord-026948-jl3lj7yh 37 5 . . . cord-026948-jl3lj7yh 38 1 [ [ -LRB- cord-026948-jl3lj7yh 38 2 21 21 CD cord-026948-jl3lj7yh 38 3 ] ] -RRB- cord-026948-jl3lj7yh 38 4 and and CC cord-026948-jl3lj7yh 38 5 Matero Matero NNP cord-026948-jl3lj7yh 38 6 et et NNP cord-026948-jl3lj7yh 38 7 al al NNP cord-026948-jl3lj7yh 38 8 . . . cord-026948-jl3lj7yh 39 1 [ [ -LRB- cord-026948-jl3lj7yh 39 2 19 19 CD cord-026948-jl3lj7yh 39 3 ] ] -RRB- cord-026948-jl3lj7yh 39 4 have have VBP cord-026948-jl3lj7yh 39 5 used use VBN cord-026948-jl3lj7yh 39 6 inter inter JJ cord-026948-jl3lj7yh 39 7 - - JJ cord-026948-jl3lj7yh 39 8 document document JJ cord-026948-jl3lj7yh 39 9 attention attention NN cord-026948-jl3lj7yh 39 10 for for IN cord-026948-jl3lj7yh 39 11 the the DT cord-026948-jl3lj7yh 39 12 task task NN cord-026948-jl3lj7yh 39 13 of of IN cord-026948-jl3lj7yh 39 14 suicide suicide NN cord-026948-jl3lj7yh 39 15 risk risk NN cord-026948-jl3lj7yh 39 16 assessment assessment NN cord-026948-jl3lj7yh 39 17 , , , cord-026948-jl3lj7yh 39 18 Maupome Maupome NNP cord-026948-jl3lj7yh 39 19 et et NNP cord-026948-jl3lj7yh 39 20 al al NNP cord-026948-jl3lj7yh 39 21 . . . cord-026948-jl3lj7yh 40 1 [ [ -LRB- cord-026948-jl3lj7yh 40 2 20 20 CD cord-026948-jl3lj7yh 40 3 ] ] -RRB- cord-026948-jl3lj7yh 40 4 and and CC cord-026948-jl3lj7yh 40 5 Mohammadi Mohammadi NNP cord-026948-jl3lj7yh 40 6 et et NNP cord-026948-jl3lj7yh 40 7 al al NNP cord-026948-jl3lj7yh 40 8 . . . cord-026948-jl3lj7yh 41 1 [ [ -LRB- cord-026948-jl3lj7yh 41 2 22 22 CD cord-026948-jl3lj7yh 41 3 ] ] -RRB- cord-026948-jl3lj7yh 41 4 have have VBP cord-026948-jl3lj7yh 41 5 utilized utilize VBN cord-026948-jl3lj7yh 41 6 it -PRON- PRP cord-026948-jl3lj7yh 41 7 for for IN cord-026948-jl3lj7yh 41 8 the the DT cord-026948-jl3lj7yh 41 9 detection detection NN cord-026948-jl3lj7yh 41 10 of of IN cord-026948-jl3lj7yh 41 11 depression depression NN cord-026948-jl3lj7yh 41 12 and and CC cord-026948-jl3lj7yh 41 13 anorexia anorexia NN cord-026948-jl3lj7yh 41 14 , , , cord-026948-jl3lj7yh 41 15 respectively respectively RB cord-026948-jl3lj7yh 41 16 . . . cord-026948-jl3lj7yh 42 1 To to TO cord-026948-jl3lj7yh 42 2 explicitly explicitly RB cord-026948-jl3lj7yh 42 3 provide provide VB cord-026948-jl3lj7yh 42 4 explainability explainability NN cord-026948-jl3lj7yh 42 5 in in IN cord-026948-jl3lj7yh 42 6 deep deep JJ cord-026948-jl3lj7yh 42 7 NLP NLP NNP cord-026948-jl3lj7yh 42 8 models model NNS cord-026948-jl3lj7yh 42 9 , , , cord-026948-jl3lj7yh 42 10 several several JJ cord-026948-jl3lj7yh 42 11 methods method NNS cord-026948-jl3lj7yh 42 12 have have VBP cord-026948-jl3lj7yh 42 13 been be VBN cord-026948-jl3lj7yh 42 14 proposed propose VBN cord-026948-jl3lj7yh 42 15 . . . cord-026948-jl3lj7yh 43 1 Wang Wang NNP cord-026948-jl3lj7yh 43 2 et et NNP cord-026948-jl3lj7yh 43 3 al al NNP cord-026948-jl3lj7yh 43 4 . . . cord-026948-jl3lj7yh 44 1 [ [ -LRB- cord-026948-jl3lj7yh 44 2 26 26 CD cord-026948-jl3lj7yh 44 3 ] ] -RRB- cord-026948-jl3lj7yh 44 4 , , , cord-026948-jl3lj7yh 44 5 Lee Lee NNP cord-026948-jl3lj7yh 44 6 et et NNP cord-026948-jl3lj7yh 44 7 al al NNP cord-026948-jl3lj7yh 44 8 . . . cord-026948-jl3lj7yh 45 1 [ [ -LRB- cord-026948-jl3lj7yh 45 2 11 11 CD cord-026948-jl3lj7yh 45 3 ] ] -RRB- cord-026948-jl3lj7yh 45 4 , , , cord-026948-jl3lj7yh 45 5 Lin Lin NNP cord-026948-jl3lj7yh 45 6 et et NNP cord-026948-jl3lj7yh 45 7 al al NNP cord-026948-jl3lj7yh 45 8 . . . cord-026948-jl3lj7yh 46 1 [ [ -LRB- cord-026948-jl3lj7yh 46 2 13 13 CD cord-026948-jl3lj7yh 46 3 ] ] -RRB- cord-026948-jl3lj7yh 46 4 , , , cord-026948-jl3lj7yh 46 5 and and CC cord-026948-jl3lj7yh 46 6 Ghaeini Ghaeini NNP cord-026948-jl3lj7yh 46 7 et et NNP cord-026948-jl3lj7yh 46 8 al al NNP cord-026948-jl3lj7yh 46 9 . . . cord-026948-jl3lj7yh 47 1 [ [ -LRB- cord-026948-jl3lj7yh 47 2 6 6 CD cord-026948-jl3lj7yh 47 3 ] ] -RRB- cord-026948-jl3lj7yh 47 4 have have VBP cord-026948-jl3lj7yh 47 5 used use VBN cord-026948-jl3lj7yh 47 6 attention attention NN cord-026948-jl3lj7yh 47 7 visualization visualization NN cord-026948-jl3lj7yh 47 8 based base VBN cord-026948-jl3lj7yh 47 9 on on IN cord-026948-jl3lj7yh 47 10 attention attention NN cord-026948-jl3lj7yh 47 11 heat heat NN cord-026948-jl3lj7yh 47 12 maps map NNS cord-026948-jl3lj7yh 47 13 . . . cord-026948-jl3lj7yh 48 1 These these DT cord-026948-jl3lj7yh 48 2 heat heat NN cord-026948-jl3lj7yh 48 3 maps map NNS cord-026948-jl3lj7yh 48 4 graphically graphically RB cord-026948-jl3lj7yh 48 5 show show VBP cord-026948-jl3lj7yh 48 6 which which WDT cord-026948-jl3lj7yh 48 7 parts part NNS cord-026948-jl3lj7yh 48 8 of of IN cord-026948-jl3lj7yh 48 9 the the DT cord-026948-jl3lj7yh 48 10 texts text NNS cord-026948-jl3lj7yh 48 11 have have VBP cord-026948-jl3lj7yh 48 12 been be VBN cord-026948-jl3lj7yh 48 13 given give VBN cord-026948-jl3lj7yh 48 14 higher high JJR cord-026948-jl3lj7yh 48 15 or or CC cord-026948-jl3lj7yh 48 16 lower low JJR cord-026948-jl3lj7yh 48 17 attention attention NN cord-026948-jl3lj7yh 48 18 weights weight NNS cord-026948-jl3lj7yh 48 19 . . . cord-026948-jl3lj7yh 49 1 In in IN cord-026948-jl3lj7yh 49 2 NLP NLP NNP cord-026948-jl3lj7yh 49 3 for for IN cord-026948-jl3lj7yh 49 4 clinical clinical JJ cord-026948-jl3lj7yh 49 5 psychology psychology NN cord-026948-jl3lj7yh 49 6 , , , cord-026948-jl3lj7yh 49 7 the the DT cord-026948-jl3lj7yh 49 8 data data NN cord-026948-jl3lj7yh 49 9 is be VBZ cord-026948-jl3lj7yh 49 10 usually usually RB cord-026948-jl3lj7yh 50 1 sensitive sensitive JJ cord-026948-jl3lj7yh 50 2 and and CC cord-026948-jl3lj7yh 50 3 standard standard JJ cord-026948-jl3lj7yh 50 4 attention attention NN cord-026948-jl3lj7yh 50 5 visualization visualization NN cord-026948-jl3lj7yh 50 6 are be VBP cord-026948-jl3lj7yh 50 7 not not RB cord-026948-jl3lj7yh 50 8 ideal ideal JJ cord-026948-jl3lj7yh 50 9 . . . cord-026948-jl3lj7yh 51 1 Hence hence RB cord-026948-jl3lj7yh 51 2 , , , cord-026948-jl3lj7yh 51 3 other other JJ cord-026948-jl3lj7yh 51 4 methods method NNS cord-026948-jl3lj7yh 51 5 have have VBP cord-026948-jl3lj7yh 51 6 been be VBN cord-026948-jl3lj7yh 51 7 developed develop VBN cord-026948-jl3lj7yh 51 8 to to TO cord-026948-jl3lj7yh 51 9 show show VB cord-026948-jl3lj7yh 51 10 the the DT cord-026948-jl3lj7yh 51 11 validity validity NN cord-026948-jl3lj7yh 51 12 of of IN cord-026948-jl3lj7yh 51 13 the the DT cord-026948-jl3lj7yh 51 14 attention attention NN cord-026948-jl3lj7yh 51 15 explainability explainability NN cord-026948-jl3lj7yh 51 16 . . . cord-026948-jl3lj7yh 52 1 For for IN cord-026948-jl3lj7yh 52 2 example example NN cord-026948-jl3lj7yh 52 3 , , , cord-026948-jl3lj7yh 52 4 I -PRON- PRP cord-026948-jl3lj7yh 52 5 ve have VB cord-026948-jl3lj7yh 52 6 et et FW cord-026948-jl3lj7yh 52 7 al al NNP cord-026948-jl3lj7yh 52 8 . . . cord-026948-jl3lj7yh 53 1 [ [ -LRB- cord-026948-jl3lj7yh 53 2 8 8 CD cord-026948-jl3lj7yh 53 3 ] ] -RRB- cord-026948-jl3lj7yh 53 4 provided provide VBN cord-026948-jl3lj7yh 53 5 paraphrased paraphrase VBD cord-026948-jl3lj7yh 53 6 sentences sentence NNS cord-026948-jl3lj7yh 53 7 from from IN cord-026948-jl3lj7yh 53 8 the the DT cord-026948-jl3lj7yh 53 9 dataset dataset NN cord-026948-jl3lj7yh 53 10 , , , cord-026948-jl3lj7yh 53 11 alongside alongside IN cord-026948-jl3lj7yh 53 12 their -PRON- PRP$ cord-026948-jl3lj7yh 53 13 assigned assign VBN cord-026948-jl3lj7yh 53 14 attention attention NN cord-026948-jl3lj7yh 53 15 weights weight NNS cord-026948-jl3lj7yh 53 16 . . . cord-026948-jl3lj7yh 54 1 Jain Jain NNP cord-026948-jl3lj7yh 54 2 and and CC cord-026948-jl3lj7yh 54 3 Wallace Wallace NNP cord-026948-jl3lj7yh 54 4 [ [ -LRB- cord-026948-jl3lj7yh 54 5 9 9 CD cord-026948-jl3lj7yh 54 6 ] ] -RRB- cord-026948-jl3lj7yh 54 7 and and CC cord-026948-jl3lj7yh 54 8 Serrano Serrano NNP cord-026948-jl3lj7yh 54 9 and and CC cord-026948-jl3lj7yh 54 10 Smith Smith NNP cord-026948-jl3lj7yh 54 11 [ [ -LRB- cord-026948-jl3lj7yh 54 12 24 24 CD cord-026948-jl3lj7yh 54 13 ] ] -RRB- cord-026948-jl3lj7yh 54 14 proposed propose VBN cord-026948-jl3lj7yh 54 15 quantitative quantitative JJ cord-026948-jl3lj7yh 54 16 approaches approach NNS cord-026948-jl3lj7yh 54 17 to to TO cord-026948-jl3lj7yh 54 18 validate validate VB cord-026948-jl3lj7yh 54 19 the the DT cord-026948-jl3lj7yh 54 20 explainability explainability NN cord-026948-jl3lj7yh 54 21 of of IN cord-026948-jl3lj7yh 54 22 intra intra JJ cord-026948-jl3lj7yh 54 23 - - JJ cord-026948-jl3lj7yh 54 24 document document JJ cord-026948-jl3lj7yh 54 25 attention attention NN cord-026948-jl3lj7yh 54 26 mechanism mechanism NN cord-026948-jl3lj7yh 54 27 . . . cord-026948-jl3lj7yh 55 1 While while IN cord-026948-jl3lj7yh 55 2 Jain Jain NNP cord-026948-jl3lj7yh 55 3 and and CC cord-026948-jl3lj7yh 55 4 Wallace Wallace NNP cord-026948-jl3lj7yh 55 5 's 's POS cord-026948-jl3lj7yh 55 6 method method NN cord-026948-jl3lj7yh 55 7 was be VBD cord-026948-jl3lj7yh 55 8 focused focus VBN cord-026948-jl3lj7yh 55 9 on on IN cord-026948-jl3lj7yh 55 10 randomly randomly RB cord-026948-jl3lj7yh 55 11 shuffling shuffle VBG cord-026948-jl3lj7yh 55 12 , , , cord-026948-jl3lj7yh 55 13 and and CC cord-026948-jl3lj7yh 55 14 also also RB cord-026948-jl3lj7yh 55 15 generating generate VBG cord-026948-jl3lj7yh 55 16 adversarial adversarial JJ cord-026948-jl3lj7yh 55 17 attention attention NN cord-026948-jl3lj7yh 55 18 weights weight NNS cord-026948-jl3lj7yh 55 19 [ [ -LRB- cord-026948-jl3lj7yh 55 20 9 9 CD cord-026948-jl3lj7yh 55 21 ] ] -RRB- cord-026948-jl3lj7yh 55 22 , , , cord-026948-jl3lj7yh 55 23 Serrano Serrano NNP cord-026948-jl3lj7yh 55 24 and and CC cord-026948-jl3lj7yh 55 25 Smith Smith NNP cord-026948-jl3lj7yh 55 26 analyzed analyze VBD cord-026948-jl3lj7yh 55 27 attention attention NN cord-026948-jl3lj7yh 55 28 explainability explainability NN cord-026948-jl3lj7yh 55 29 by by IN cord-026948-jl3lj7yh 55 30 zeroing zero VBG cord-026948-jl3lj7yh 55 31 out out RP cord-026948-jl3lj7yh 55 32 the the DT cord-026948-jl3lj7yh 55 33 attention attention NN cord-026948-jl3lj7yh 55 34 weights weight NNS cord-026948-jl3lj7yh 55 35 . . . cord-026948-jl3lj7yh 56 1 In in IN cord-026948-jl3lj7yh 56 2 this this DT cord-026948-jl3lj7yh 56 3 paper paper NN cord-026948-jl3lj7yh 56 4 , , , cord-026948-jl3lj7yh 56 5 we -PRON- PRP cord-026948-jl3lj7yh 56 6 propose propose VBP cord-026948-jl3lj7yh 56 7 a a DT cord-026948-jl3lj7yh 56 8 quantitative quantitative JJ cord-026948-jl3lj7yh 56 9 approach approach NN cord-026948-jl3lj7yh 56 10 , , , cord-026948-jl3lj7yh 56 11 specifically specifically RB cord-026948-jl3lj7yh 56 12 focused focus VBN cord-026948-jl3lj7yh 56 13 on on IN cord-026948-jl3lj7yh 56 14 the the DT cord-026948-jl3lj7yh 56 15 user user NN cord-026948-jl3lj7yh 56 16 - - HYPH cord-026948-jl3lj7yh 56 17 level level NN cord-026948-jl3lj7yh 56 18 ( ( -LRB- cord-026948-jl3lj7yh 56 19 inter inter JJ cord-026948-jl3lj7yh 56 20 - - JJ cord-026948-jl3lj7yh 56 21 document document JJ cord-026948-jl3lj7yh 56 22 ) ) -RRB- cord-026948-jl3lj7yh 56 23 attention attention NN cord-026948-jl3lj7yh 56 24 mechanism mechanism NN cord-026948-jl3lj7yh 56 25 in in IN cord-026948-jl3lj7yh 56 26 a a DT cord-026948-jl3lj7yh 56 27 binary binary JJ cord-026948-jl3lj7yh 56 28 classification classification NN cord-026948-jl3lj7yh 56 29 task task NN cord-026948-jl3lj7yh 56 30 of of IN cord-026948-jl3lj7yh 56 31 detection detection NN cord-026948-jl3lj7yh 56 32 of of IN cord-026948-jl3lj7yh 56 33 a a DT cord-026948-jl3lj7yh 56 34 specific specific JJ cord-026948-jl3lj7yh 56 35 mental mental JJ cord-026948-jl3lj7yh 56 36 health health NN cord-026948-jl3lj7yh 56 37 issue issue NN cord-026948-jl3lj7yh 56 38 , , , cord-026948-jl3lj7yh 56 39 anorexia anorexia NN cord-026948-jl3lj7yh 56 40 . . . cord-026948-jl3lj7yh 57 1 Our -PRON- PRP$ cord-026948-jl3lj7yh 57 2 approach approach NN cord-026948-jl3lj7yh 57 3 is be VBZ cord-026948-jl3lj7yh 57 4 based base VBN cord-026948-jl3lj7yh 57 5 on on IN cord-026948-jl3lj7yh 57 6 monitoring monitor VBG cord-026948-jl3lj7yh 57 7 the the DT cord-026948-jl3lj7yh 57 8 performance performance NN cord-026948-jl3lj7yh 57 9 measures measure NNS cord-026948-jl3lj7yh 57 10 of of IN cord-026948-jl3lj7yh 57 11 a a DT cord-026948-jl3lj7yh 57 12 neural neural JJ cord-026948-jl3lj7yh 57 13 classifier classifier NN cord-026948-jl3lj7yh 57 14 , , , cord-026948-jl3lj7yh 57 15 with with IN cord-026948-jl3lj7yh 57 16 and and CC cord-026948-jl3lj7yh 57 17 without without IN cord-026948-jl3lj7yh 57 18 user user NN cord-026948-jl3lj7yh 57 19 - - HYPH cord-026948-jl3lj7yh 57 20 level level NN cord-026948-jl3lj7yh 57 21 attention attention NN cord-026948-jl3lj7yh 57 22 , , , cord-026948-jl3lj7yh 57 23 when when WRB cord-026948-jl3lj7yh 57 24 only only RB cord-026948-jl3lj7yh 57 25 a a DT cord-026948-jl3lj7yh 57 26 limited limited JJ cord-026948-jl3lj7yh 57 27 number number NN cord-026948-jl3lj7yh 57 28 of of IN cord-026948-jl3lj7yh 57 29 highly highly RB cord-026948-jl3lj7yh 57 30 - - HYPH cord-026948-jl3lj7yh 57 31 weighted weight VBN cord-026948-jl3lj7yh 57 32 posts post NNS cord-026948-jl3lj7yh 57 33 are be VBP cord-026948-jl3lj7yh 57 34 provided provide VBN cord-026948-jl3lj7yh 57 35 . . . cord-026948-jl3lj7yh 58 1 The the DT cord-026948-jl3lj7yh 58 2 neural neural JJ cord-026948-jl3lj7yh 58 3 classifier classifier NN cord-026948-jl3lj7yh 58 4 used use VBD cord-026948-jl3lj7yh 58 5 is be VBZ cord-026948-jl3lj7yh 58 6 the the DT cord-026948-jl3lj7yh 58 7 CNN CNN NNP cord-026948-jl3lj7yh 58 8 - - HYPH cord-026948-jl3lj7yh 58 9 ELMo ELMo NNS cord-026948-jl3lj7yh 58 10 model model NN cord-026948-jl3lj7yh 58 11 from from IN cord-026948-jl3lj7yh 58 12 Mohammadi Mohammadi NNP cord-026948-jl3lj7yh 58 13 et et NNP cord-026948-jl3lj7yh 58 14 al al NNP cord-026948-jl3lj7yh 58 15 . . . cord-026948-jl3lj7yh 59 1 [ [ -LRB- cord-026948-jl3lj7yh 59 2 22 22 CD cord-026948-jl3lj7yh 59 3 ] ] -RRB- cord-026948-jl3lj7yh 59 4 . . . cord-026948-jl3lj7yh 60 1 This this DT cord-026948-jl3lj7yh 60 2 model model NN cord-026948-jl3lj7yh 60 3 was be VBD cord-026948-jl3lj7yh 60 4 chosen choose VBN cord-026948-jl3lj7yh 60 5 because because IN cord-026948-jl3lj7yh 60 6 it -PRON- PRP cord-026948-jl3lj7yh 60 7 achieved achieve VBD cord-026948-jl3lj7yh 60 8 comparable comparable JJ cord-026948-jl3lj7yh 60 9 results result NNS cord-026948-jl3lj7yh 60 10 to to IN cord-026948-jl3lj7yh 60 11 the the DT cord-026948-jl3lj7yh 60 12 best good JJS cord-026948-jl3lj7yh 60 13 performing performing JJ cord-026948-jl3lj7yh 60 14 model model NN cord-026948-jl3lj7yh 60 15 at at IN cord-026948-jl3lj7yh 60 16 the the DT cord-026948-jl3lj7yh 60 17 recent recent JJ cord-026948-jl3lj7yh 60 18 eRisk eRisk NNP cord-026948-jl3lj7yh 60 19 shared share VBN cord-026948-jl3lj7yh 60 20 task task NN cord-026948-jl3lj7yh 60 21 [ [ -LRB- cord-026948-jl3lj7yh 60 22 17 17 CD cord-026948-jl3lj7yh 60 23 , , , cord-026948-jl3lj7yh 60 24 22 22 CD cord-026948-jl3lj7yh 60 25 ] ] -RRB- cord-026948-jl3lj7yh 60 26 , , , cord-026948-jl3lj7yh 60 27 and and CC cord-026948-jl3lj7yh 60 28 is be VBZ cord-026948-jl3lj7yh 60 29 based base VBN cord-026948-jl3lj7yh 60 30 on on IN cord-026948-jl3lj7yh 60 31 an an DT cord-026948-jl3lj7yh 60 32 end end NN cord-026948-jl3lj7yh 60 33 - - HYPH cord-026948-jl3lj7yh 60 34 to to IN cord-026948-jl3lj7yh 60 35 - - HYPH cord-026948-jl3lj7yh 60 36 end end NN cord-026948-jl3lj7yh 60 37 architecture architecture NN cord-026948-jl3lj7yh 60 38 , , , cord-026948-jl3lj7yh 60 39 which which WDT cord-026948-jl3lj7yh 60 40 makes make VBZ cord-026948-jl3lj7yh 60 41 the the DT cord-026948-jl3lj7yh 60 42 reasoning reasoning NN cord-026948-jl3lj7yh 60 43 behind behind IN cord-026948-jl3lj7yh 60 44 its -PRON- PRP$ cord-026948-jl3lj7yh 60 45 decision decision NN cord-026948-jl3lj7yh 60 46 more more RBR cord-026948-jl3lj7yh 60 47 easily easily RB cord-026948-jl3lj7yh 60 48 explainable explainable JJ cord-026948-jl3lj7yh 60 49 . . . cord-026948-jl3lj7yh 61 1 The the DT cord-026948-jl3lj7yh 61 2 trained trained JJ cord-026948-jl3lj7yh 61 3 model model NN cord-026948-jl3lj7yh 61 4 was be VBD cord-026948-jl3lj7yh 61 5 first first RB cord-026948-jl3lj7yh 61 6 run run NN cord-026948-jl3lj7yh 61 7 on on IN cord-026948-jl3lj7yh 61 8 the the DT cord-026948-jl3lj7yh 61 9 testing testing NN cord-026948-jl3lj7yh 61 10 data datum NNS cord-026948-jl3lj7yh 61 11 , , , cord-026948-jl3lj7yh 61 12 and and CC cord-026948-jl3lj7yh 61 13 for for IN cord-026948-jl3lj7yh 61 14 each each DT cord-026948-jl3lj7yh 61 15 user user NN cord-026948-jl3lj7yh 61 16 , , , cord-026948-jl3lj7yh 61 17 her -PRON- PRP$ cord-026948-jl3lj7yh 61 18 / / SYM cord-026948-jl3lj7yh 61 19 his -PRON- PRP$ cord-026948-jl3lj7yh 61 20 posts post NNS cord-026948-jl3lj7yh 61 21 were be VBD cord-026948-jl3lj7yh 61 22 ranked rank VBN cord-026948-jl3lj7yh 61 23 from from IN cord-026948-jl3lj7yh 61 24 the the DT cord-026948-jl3lj7yh 61 25 highest high JJS cord-026948-jl3lj7yh 61 26 attention attention NN cord-026948-jl3lj7yh 61 27 weights weight NNS cord-026948-jl3lj7yh 61 28 to to IN cord-026948-jl3lj7yh 61 29 the the DT cord-026948-jl3lj7yh 61 30 lowest low JJS cord-026948-jl3lj7yh 61 31 . . . cord-026948-jl3lj7yh 62 1 We -PRON- PRP cord-026948-jl3lj7yh 62 2 then then RB cord-026948-jl3lj7yh 62 3 ran run VBD cord-026948-jl3lj7yh 62 4 the the DT cord-026948-jl3lj7yh 62 5 following follow VBG cord-026948-jl3lj7yh 62 6 two two CD cord-026948-jl3lj7yh 62 7 experiments experiment NNS cord-026948-jl3lj7yh 62 8 : : : cord-026948-jl3lj7yh 62 9 1 1 LS cord-026948-jl3lj7yh 62 10 ) ) -RRB- cord-026948-jl3lj7yh 62 11 We -PRON- PRP cord-026948-jl3lj7yh 62 12 tested test VBD cord-026948-jl3lj7yh 62 13 the the DT cord-026948-jl3lj7yh 62 14 model model NN cord-026948-jl3lj7yh 62 15 by by IN cord-026948-jl3lj7yh 62 16 feeding feed VBG cord-026948-jl3lj7yh 62 17 it -PRON- PRP cord-026948-jl3lj7yh 62 18 only only RB cord-026948-jl3lj7yh 62 19 the the DT cord-026948-jl3lj7yh 62 20 n n CD cord-026948-jl3lj7yh 62 21 top top JJ cord-026948-jl3lj7yh 62 22 - - HYPH cord-026948-jl3lj7yh 62 23 weighted weight VBN cord-026948-jl3lj7yh 62 24 posts post NNS cord-026948-jl3lj7yh 62 25 by by IN cord-026948-jl3lj7yh 62 26 each each DT cord-026948-jl3lj7yh 62 27 user user NN cord-026948-jl3lj7yh 62 28 . . . cord-026948-jl3lj7yh 63 1 We -PRON- PRP cord-026948-jl3lj7yh 63 2 gradually gradually RB cord-026948-jl3lj7yh 63 3 increased increase VBD cord-026948-jl3lj7yh 63 4 values value NNS cord-026948-jl3lj7yh 63 5 of of IN cord-026948-jl3lj7yh 63 6 n n NN cord-026948-jl3lj7yh 63 7 from from IN cord-026948-jl3lj7yh 63 8 1 1 CD cord-026948-jl3lj7yh 63 9 to to IN cord-026948-jl3lj7yh 63 10 1000 1000 CD cord-026948-jl3lj7yh 63 11 , , , cord-026948-jl3lj7yh 63 12 and and CC cord-026948-jl3lj7yh 63 13 monitored monitor VBD cord-026948-jl3lj7yh 63 14 the the DT cord-026948-jl3lj7yh 63 15 performance performance NN cord-026948-jl3lj7yh 63 16 of of IN cord-026948-jl3lj7yh 63 17 the the DT cord-026948-jl3lj7yh 63 18 system system NN cord-026948-jl3lj7yh 63 19 as as IN cord-026948-jl3lj7yh 63 20 n n NN cord-026948-jl3lj7yh 63 21 changes change NNS cord-026948-jl3lj7yh 63 22 . . . cord-026948-jl3lj7yh 64 1 The the DT cord-026948-jl3lj7yh 64 2 purpose purpose NN cord-026948-jl3lj7yh 64 3 of of IN cord-026948-jl3lj7yh 64 4 this this DT cord-026948-jl3lj7yh 64 5 experiment experiment NN cord-026948-jl3lj7yh 64 6 was be VBD cord-026948-jl3lj7yh 64 7 to to TO cord-026948-jl3lj7yh 64 8 compare compare VB cord-026948-jl3lj7yh 64 9 the the DT cord-026948-jl3lj7yh 64 10 performance performance NN cord-026948-jl3lj7yh 64 11 of of IN cord-026948-jl3lj7yh 64 12 the the DT cord-026948-jl3lj7yh 64 13 model model NN cord-026948-jl3lj7yh 64 14 when when WRB cord-026948-jl3lj7yh 64 15 all all PDT cord-026948-jl3lj7yh 64 16 the the DT cord-026948-jl3lj7yh 64 17 posts post NNS cord-026948-jl3lj7yh 64 18 are be VBP cord-026948-jl3lj7yh 64 19 available available JJ cord-026948-jl3lj7yh 64 20 , , , cord-026948-jl3lj7yh 64 21 with with IN cord-026948-jl3lj7yh 64 22 when when WRB cord-026948-jl3lj7yh 64 23 only only RB cord-026948-jl3lj7yh 64 24 the the DT cord-026948-jl3lj7yh 64 25 top top RB cord-026948-jl3lj7yh 64 26 - - HYPH cord-026948-jl3lj7yh 64 27 ranking rank VBG cord-026948-jl3lj7yh 64 28 posts post NNS cord-026948-jl3lj7yh 64 29 ( ( -LRB- cord-026948-jl3lj7yh 64 30 based base VBN cord-026948-jl3lj7yh 64 31 on on IN cord-026948-jl3lj7yh 64 32 the the DT cord-026948-jl3lj7yh 64 33 attention attention NN cord-026948-jl3lj7yh 64 34 weights weight NNS cord-026948-jl3lj7yh 64 35 ) ) -RRB- cord-026948-jl3lj7yh 64 36 are be VBP cord-026948-jl3lj7yh 64 37 available available JJ cord-026948-jl3lj7yh 64 38 to to IN cord-026948-jl3lj7yh 64 39 the the DT cord-026948-jl3lj7yh 64 40 system system NN cord-026948-jl3lj7yh 64 41 . . . cord-026948-jl3lj7yh 65 1 2 2 LS cord-026948-jl3lj7yh 65 2 ) ) -RRB- cord-026948-jl3lj7yh 66 1 We -PRON- PRP cord-026948-jl3lj7yh 66 2 replaced replace VBD cord-026948-jl3lj7yh 66 3 the the DT cord-026948-jl3lj7yh 66 4 user user NN cord-026948-jl3lj7yh 66 5 - - HYPH cord-026948-jl3lj7yh 66 6 level level NN cord-026948-jl3lj7yh 66 7 attention attention NN cord-026948-jl3lj7yh 66 8 with with IN cord-026948-jl3lj7yh 66 9 a a DT cord-026948-jl3lj7yh 66 10 simple simple JJ cord-026948-jl3lj7yh 66 11 average average JJ cord-026948-jl3lj7yh 66 12 pooling pooling NN cord-026948-jl3lj7yh 66 13 and and CC cord-026948-jl3lj7yh 66 14 re re NN cord-026948-jl3lj7yh 66 15 - - JJ cord-026948-jl3lj7yh 66 16 ran ran JJ cord-026948-jl3lj7yh 66 17 experiment experiment NN cord-026948-jl3lj7yh 66 18 1 1 CD cord-026948-jl3lj7yh 66 19 . . . cord-026948-jl3lj7yh 67 1 The the DT cord-026948-jl3lj7yh 67 2 aim aim NN cord-026948-jl3lj7yh 67 3 of of IN cord-026948-jl3lj7yh 67 4 this this DT cord-026948-jl3lj7yh 67 5 experiment experiment NN cord-026948-jl3lj7yh 67 6 was be VBD cord-026948-jl3lj7yh 67 7 to to TO cord-026948-jl3lj7yh 67 8 evaluate evaluate VB cord-026948-jl3lj7yh 67 9 the the DT cord-026948-jl3lj7yh 67 10 contribution contribution NN cord-026948-jl3lj7yh 67 11 of of IN cord-026948-jl3lj7yh 67 12 the the DT cord-026948-jl3lj7yh 67 13 user user NN cord-026948-jl3lj7yh 67 14 - - HYPH cord-026948-jl3lj7yh 67 15 level level NN cord-026948-jl3lj7yh 67 16 attention attention NN cord-026948-jl3lj7yh 67 17 by by IN cord-026948-jl3lj7yh 67 18 ablating ablate VBG cord-026948-jl3lj7yh 67 19 it -PRON- PRP cord-026948-jl3lj7yh 67 20 from from IN cord-026948-jl3lj7yh 67 21 the the DT cord-026948-jl3lj7yh 67 22 model model NN cord-026948-jl3lj7yh 67 23 . . . cord-026948-jl3lj7yh 68 1 The the DT cord-026948-jl3lj7yh 68 2 architecture architecture NN cord-026948-jl3lj7yh 68 3 of of IN cord-026948-jl3lj7yh 68 4 the the DT cord-026948-jl3lj7yh 68 5 CNN CNN NNP cord-026948-jl3lj7yh 68 6 - - HYPH cord-026948-jl3lj7yh 68 7 ELMo elmo NN cord-026948-jl3lj7yh 68 8 model model NN cord-026948-jl3lj7yh 68 9 is be VBZ cord-026948-jl3lj7yh 68 10 shown show VBN cord-026948-jl3lj7yh 68 11 in in IN cord-026948-jl3lj7yh 68 12 Fig Fig NNP cord-026948-jl3lj7yh 68 13 . . . cord-026948-jl3lj7yh 69 1 1 1 LS cord-026948-jl3lj7yh 69 2 . . . cord-026948-jl3lj7yh 70 1 For for IN cord-026948-jl3lj7yh 70 2 each each DT cord-026948-jl3lj7yh 70 3 user user NN cord-026948-jl3lj7yh 70 4 , , , cord-026948-jl3lj7yh 70 5 her -PRON- PRP$ cord-026948-jl3lj7yh 70 6 / / SYM cord-026948-jl3lj7yh 70 7 his -PRON- PRP$ cord-026948-jl3lj7yh 70 8 posts post NNS cord-026948-jl3lj7yh 70 9 are be VBP cord-026948-jl3lj7yh 70 10 first first RB cord-026948-jl3lj7yh 70 11 tokenized tokenize VBN cord-026948-jl3lj7yh 70 12 and and CC cord-026948-jl3lj7yh 70 13 then then RB cord-026948-jl3lj7yh 70 14 fed feed VBD cord-026948-jl3lj7yh 70 15 to to IN cord-026948-jl3lj7yh 70 16 an an DT cord-026948-jl3lj7yh 70 17 embedder embedder NN cord-026948-jl3lj7yh 70 18 , , , cord-026948-jl3lj7yh 70 19 to to TO cord-026948-jl3lj7yh 70 20 extract extract VB cord-026948-jl3lj7yh 70 21 a a DT cord-026948-jl3lj7yh 70 22 dense dense JJ cord-026948-jl3lj7yh 70 23 representation representation NN cord-026948-jl3lj7yh 70 24 for for IN cord-026948-jl3lj7yh 70 25 each each DT cord-026948-jl3lj7yh 70 26 token token NN cord-026948-jl3lj7yh 70 27 . . . cord-026948-jl3lj7yh 71 1 For for IN cord-026948-jl3lj7yh 71 2 the the DT cord-026948-jl3lj7yh 71 3 embedder embedder NN cord-026948-jl3lj7yh 71 4 , , , cord-026948-jl3lj7yh 71 5 the the DT cord-026948-jl3lj7yh 71 6 original original JJ cord-026948-jl3lj7yh 71 7 1024d 1024d CD cord-026948-jl3lj7yh 71 8 version version NN cord-026948-jl3lj7yh 71 9 of of IN cord-026948-jl3lj7yh 71 10 ELMo ELMo NNP cord-026948-jl3lj7yh 71 11 [ [ -LRB- cord-026948-jl3lj7yh 71 12 23 23 CD cord-026948-jl3lj7yh 71 13 ] ] -RRB- cord-026948-jl3lj7yh 71 14 , , , cord-026948-jl3lj7yh 71 15 pretrained pretraine VBN cord-026948-jl3lj7yh 71 16 on on IN cord-026948-jl3lj7yh 71 17 the the DT cord-026948-jl3lj7yh 71 18 1 1 CD cord-026948-jl3lj7yh 71 19 Billion billion CD cord-026948-jl3lj7yh 71 20 Word Word NNP cord-026948-jl3lj7yh 71 21 Language Language NNP cord-026948-jl3lj7yh 71 22 Model Model NNP cord-026948-jl3lj7yh 71 23 Benchmark Benchmark NNP cord-026948-jl3lj7yh 71 24 [ [ -LRB- cord-026948-jl3lj7yh 71 25 2 2 CD cord-026948-jl3lj7yh 71 26 ] ] -RRB- cord-026948-jl3lj7yh 71 27 was be VBD cord-026948-jl3lj7yh 71 28 used use VBN cord-026948-jl3lj7yh 71 29 . . . cord-026948-jl3lj7yh 72 1 For for IN cord-026948-jl3lj7yh 72 2 each each DT cord-026948-jl3lj7yh 72 3 post post NN cord-026948-jl3lj7yh 72 4 , , , cord-026948-jl3lj7yh 72 5 300 300 CD cord-026948-jl3lj7yh 72 6 unigram unigram NN cord-026948-jl3lj7yh 72 7 and and CC cord-026948-jl3lj7yh 72 8 50 50 CD cord-026948-jl3lj7yh 72 9 bigram bigram NN cord-026948-jl3lj7yh 72 10 convolution convolution NN cord-026948-jl3lj7yh 72 11 filters filter NNS cord-026948-jl3lj7yh 72 12 were be VBD cord-026948-jl3lj7yh 72 13 applied apply VBN cord-026948-jl3lj7yh 72 14 on on IN cord-026948-jl3lj7yh 72 15 the the DT cord-026948-jl3lj7yh 72 16 token token JJ cord-026948-jl3lj7yh 72 17 embeddings embedding NNS cord-026948-jl3lj7yh 72 18 . . . cord-026948-jl3lj7yh 73 1 The the DT cord-026948-jl3lj7yh 73 2 output output NN cord-026948-jl3lj7yh 73 3 of of IN cord-026948-jl3lj7yh 73 4 the the DT cord-026948-jl3lj7yh 73 5 convolution convolution NN cord-026948-jl3lj7yh 73 6 filters filter NNS cord-026948-jl3lj7yh 73 7 were be VBD cord-026948-jl3lj7yh 73 8 then then RB cord-026948-jl3lj7yh 73 9 fed feed VBN cord-026948-jl3lj7yh 73 10 to to IN cord-026948-jl3lj7yh 73 11 a a DT cord-026948-jl3lj7yh 73 12 Concatenated Concatenated NNP cord-026948-jl3lj7yh 73 13 Rectified Rectified NNP cord-026948-jl3lj7yh 73 14 Linear Linear NNP cord-026948-jl3lj7yh 73 15 Unit Unit NNP cord-026948-jl3lj7yh 73 16 ( ( -LRB- cord-026948-jl3lj7yh 73 17 CReLU crelu NN cord-026948-jl3lj7yh 73 18 ) ) -RRB- cord-026948-jl3lj7yh 73 19 , , , cord-026948-jl3lj7yh 73 20 and and CC cord-026948-jl3lj7yh 73 21 max max NNP cord-026948-jl3lj7yh 73 22 pooling pooling NN cord-026948-jl3lj7yh 73 23 was be VBD cord-026948-jl3lj7yh 73 24 applied apply VBN cord-026948-jl3lj7yh 73 25 to to IN cord-026948-jl3lj7yh 73 26 the the DT cord-026948-jl3lj7yh 73 27 output output NN cord-026948-jl3lj7yh 73 28 of of IN cord-026948-jl3lj7yh 73 29 the the DT cord-026948-jl3lj7yh 73 30 CReLUs CReLUs NNPS cord-026948-jl3lj7yh 73 31 . . . cord-026948-jl3lj7yh 74 1 The the DT cord-026948-jl3lj7yh 74 2 output output NN cord-026948-jl3lj7yh 74 3 of of IN cord-026948-jl3lj7yh 74 4 the the DT cord-026948-jl3lj7yh 74 5 two two CD cord-026948-jl3lj7yh 74 6 max max NN cord-026948-jl3lj7yh 74 7 pooling pooling NN cord-026948-jl3lj7yh 74 8 layers layer NNS cord-026948-jl3lj7yh 74 9 were be VBD cord-026948-jl3lj7yh 74 10 then then RB cord-026948-jl3lj7yh 74 11 concatenated concatenate VBN cord-026948-jl3lj7yh 74 12 and and CC cord-026948-jl3lj7yh 74 13 used use VBN cord-026948-jl3lj7yh 74 14 as as IN cord-026948-jl3lj7yh 74 15 the the DT cord-026948-jl3lj7yh 74 16 representation representation NN cord-026948-jl3lj7yh 74 17 for for IN cord-026948-jl3lj7yh 74 18 each each DT cord-026948-jl3lj7yh 74 19 post post NN cord-026948-jl3lj7yh 74 20 . . . cord-026948-jl3lj7yh 75 1 The the DT cord-026948-jl3lj7yh 75 2 final final JJ cord-026948-jl3lj7yh 75 3 user user NN cord-026948-jl3lj7yh 75 4 representation representation NN cord-026948-jl3lj7yh 75 5 of of IN cord-026948-jl3lj7yh 75 6 a a DT cord-026948-jl3lj7yh 75 7 user user NN cord-026948-jl3lj7yh 75 8 was be VBD cord-026948-jl3lj7yh 75 9 calculated calculate VBN cord-026948-jl3lj7yh 75 10 by by IN cord-026948-jl3lj7yh 75 11 averaging average VBG cord-026948-jl3lj7yh 75 12 ( ( -LRB- cord-026948-jl3lj7yh 75 13 experiment experiment NN cord-026948-jl3lj7yh 75 14 2 2 CD cord-026948-jl3lj7yh 75 15 ) ) -RRB- cord-026948-jl3lj7yh 75 16 or or CC cord-026948-jl3lj7yh 75 17 weighted weight VBN cord-026948-jl3lj7yh 75 18 averaging averaging NN cord-026948-jl3lj7yh 75 19 ( ( -LRB- cord-026948-jl3lj7yh 75 20 experiment experiment NN cord-026948-jl3lj7yh 75 21 1 1 CD cord-026948-jl3lj7yh 75 22 ) ) -RRB- cord-026948-jl3lj7yh 76 1 the the DT cord-026948-jl3lj7yh 76 2 representations representation NNS cord-026948-jl3lj7yh 76 3 of of IN cord-026948-jl3lj7yh 76 4 the the DT cord-026948-jl3lj7yh 76 5 available available JJ cord-026948-jl3lj7yh 76 6 posts post NNS cord-026948-jl3lj7yh 76 7 by by IN cord-026948-jl3lj7yh 76 8 that that DT cord-026948-jl3lj7yh 76 9 user user NN cord-026948-jl3lj7yh 76 10 . . . cord-026948-jl3lj7yh 77 1 In in IN cord-026948-jl3lj7yh 77 2 order order NN cord-026948-jl3lj7yh 77 3 to to TO cord-026948-jl3lj7yh 77 4 calculate calculate VB cord-026948-jl3lj7yh 77 5 the the DT cord-026948-jl3lj7yh 77 6 weights weight NNS cord-026948-jl3lj7yh 77 7 , , , cord-026948-jl3lj7yh 77 8 a a DT cord-026948-jl3lj7yh 77 9 single single JJ cord-026948-jl3lj7yh 77 10 fully fully RB cord-026948-jl3lj7yh 77 11 connected connect VBN cord-026948-jl3lj7yh 77 12 layer layer NN cord-026948-jl3lj7yh 77 13 was be VBD cord-026948-jl3lj7yh 77 14 applied apply VBN cord-026948-jl3lj7yh 77 15 to to IN cord-026948-jl3lj7yh 77 16 the the DT cord-026948-jl3lj7yh 77 17 representation representation NN cord-026948-jl3lj7yh 77 18 of of IN cord-026948-jl3lj7yh 77 19 each each DT cord-026948-jl3lj7yh 77 20 post post NN cord-026948-jl3lj7yh 77 21 , , , cord-026948-jl3lj7yh 77 22 mapping map VBG cord-026948-jl3lj7yh 77 23 the the DT cord-026948-jl3lj7yh 77 24 post post JJ cord-026948-jl3lj7yh 77 25 representation representation NN cord-026948-jl3lj7yh 77 26 to to IN cord-026948-jl3lj7yh 77 27 a a DT cord-026948-jl3lj7yh 77 28 scalar scalar NN cord-026948-jl3lj7yh 77 29 . . . cord-026948-jl3lj7yh 78 1 A a DT cord-026948-jl3lj7yh 78 2 softmax softmax NN cord-026948-jl3lj7yh 78 3 activation activation NN cord-026948-jl3lj7yh 78 4 function function NN cord-026948-jl3lj7yh 78 5 was be VBD cord-026948-jl3lj7yh 78 6 then then RB cord-026948-jl3lj7yh 78 7 applied apply VBN cord-026948-jl3lj7yh 78 8 over over IN cord-026948-jl3lj7yh 78 9 the the DT cord-026948-jl3lj7yh 78 10 scalars scalar NNS cord-026948-jl3lj7yh 78 11 , , , cord-026948-jl3lj7yh 78 12 which which WDT cord-026948-jl3lj7yh 78 13 resulted result VBD cord-026948-jl3lj7yh 78 14 in in IN cord-026948-jl3lj7yh 78 15 the the DT cord-026948-jl3lj7yh 78 16 weights weight NNS cord-026948-jl3lj7yh 78 17 corresponding correspond VBG cord-026948-jl3lj7yh 78 18 to to IN cord-026948-jl3lj7yh 78 19 each each DT cord-026948-jl3lj7yh 78 20 post post NN cord-026948-jl3lj7yh 78 21 . . . cord-026948-jl3lj7yh 79 1 The the DT cord-026948-jl3lj7yh 79 2 last last JJ cord-026948-jl3lj7yh 79 3 layer layer NN cord-026948-jl3lj7yh 79 4 of of IN cord-026948-jl3lj7yh 79 5 the the DT cord-026948-jl3lj7yh 79 6 model model NN cord-026948-jl3lj7yh 79 7 was be VBD cord-026948-jl3lj7yh 79 8 comprised comprise VBN cord-026948-jl3lj7yh 79 9 of of IN cord-026948-jl3lj7yh 79 10 a a DT cord-026948-jl3lj7yh 79 11 single single JJ cord-026948-jl3lj7yh 79 12 fully fully RB cord-026948-jl3lj7yh 79 13 - - HYPH cord-026948-jl3lj7yh 79 14 connected connect VBN cord-026948-jl3lj7yh 79 15 layer layer NN cord-026948-jl3lj7yh 79 16 , , , cord-026948-jl3lj7yh 79 17 mapping map VBG cord-026948-jl3lj7yh 79 18 the the DT cord-026948-jl3lj7yh 79 19 user user NN cord-026948-jl3lj7yh 79 20 representation representation NN cord-026948-jl3lj7yh 79 21 to to IN cord-026948-jl3lj7yh 79 22 a a DT cord-026948-jl3lj7yh 79 23 vector vector NN cord-026948-jl3lj7yh 79 24 of of IN cord-026948-jl3lj7yh 79 25 size size NN cord-026948-jl3lj7yh 79 26 two two CD cord-026948-jl3lj7yh 79 27 . . . cord-026948-jl3lj7yh 80 1 Finally finally RB cord-026948-jl3lj7yh 80 2 , , , cord-026948-jl3lj7yh 80 3 by by IN cord-026948-jl3lj7yh 80 4 applying apply VBG cord-026948-jl3lj7yh 80 5 a a DT cord-026948-jl3lj7yh 80 6 softmax softmax NNP cord-026948-jl3lj7yh 80 7 activation activation NN cord-026948-jl3lj7yh 80 8 function function NN cord-026948-jl3lj7yh 80 9 over over IN cord-026948-jl3lj7yh 80 10 this this DT cord-026948-jl3lj7yh 80 11 vector vector NN cord-026948-jl3lj7yh 80 12 , , , cord-026948-jl3lj7yh 80 13 the the DT cord-026948-jl3lj7yh 80 14 probability probability NN cord-026948-jl3lj7yh 80 15 for for IN cord-026948-jl3lj7yh 80 16 each each DT cord-026948-jl3lj7yh 80 17 user user NN cord-026948-jl3lj7yh 80 18 belonging belong VBG cord-026948-jl3lj7yh 80 19 to to IN cord-026948-jl3lj7yh 80 20 the the DT cord-026948-jl3lj7yh 80 21 anorexic anorexic JJ cord-026948-jl3lj7yh 80 22 / / SYM cord-026948-jl3lj7yh 80 23 non non JJ cord-026948-jl3lj7yh 80 24 - - JJ cord-026948-jl3lj7yh 80 25 anorexic anorexic JJ cord-026948-jl3lj7yh 80 26 class class NN cord-026948-jl3lj7yh 80 27 was be VBD cord-026948-jl3lj7yh 80 28 calculated calculate VBN cord-026948-jl3lj7yh 80 29 . . . cord-026948-jl3lj7yh 81 1 The the DT cord-026948-jl3lj7yh 81 2 dataset dataset NN cord-026948-jl3lj7yh 81 3 used use VBD cord-026948-jl3lj7yh 81 4 is be VBZ cord-026948-jl3lj7yh 81 5 from from IN cord-026948-jl3lj7yh 81 6 the the DT cord-026948-jl3lj7yh 81 7 first first JJ cord-026948-jl3lj7yh 81 8 sub sub NN cord-026948-jl3lj7yh 81 9 - - NN cord-026948-jl3lj7yh 81 10 task task NN cord-026948-jl3lj7yh 81 11 of of IN cord-026948-jl3lj7yh 81 12 the the DT cord-026948-jl3lj7yh 81 13 eRisk eRisk NNP cord-026948-jl3lj7yh 81 14 2019 2019 CD cord-026948-jl3lj7yh 81 15 shared share VBD cord-026948-jl3lj7yh 81 16 task task NN cord-026948-jl3lj7yh 81 17 [ [ -LRB- cord-026948-jl3lj7yh 81 18 17 17 CD cord-026948-jl3lj7yh 81 19 ] ] -RRB- cord-026948-jl3lj7yh 81 20 , , , cord-026948-jl3lj7yh 81 21 whose whose WP$ cord-026948-jl3lj7yh 81 22 focus focus NN cord-026948-jl3lj7yh 81 23 is be VBZ cord-026948-jl3lj7yh 81 24 the the DT cord-026948-jl3lj7yh 81 25 early early JJ cord-026948-jl3lj7yh 81 26 risk risk NN cord-026948-jl3lj7yh 81 27 detection detection NN cord-026948-jl3lj7yh 81 28 of of IN cord-026948-jl3lj7yh 81 29 anorexia anorexia NN cord-026948-jl3lj7yh 81 30 . . . cord-026948-jl3lj7yh 82 1 The the DT cord-026948-jl3lj7yh 82 2 dataset dataset NN cord-026948-jl3lj7yh 82 3 consists consist VBZ cord-026948-jl3lj7yh 82 4 of of IN cord-026948-jl3lj7yh 82 5 a a DT cord-026948-jl3lj7yh 82 6 collection collection NN cord-026948-jl3lj7yh 82 7 of of IN cord-026948-jl3lj7yh 82 8 posts post NNS cord-026948-jl3lj7yh 82 9 from from IN cord-026948-jl3lj7yh 82 10 the the DT cord-026948-jl3lj7yh 82 11 Reddit Reddit NNP cord-026948-jl3lj7yh 82 12 social social JJ cord-026948-jl3lj7yh 82 13 media medium NNS cord-026948-jl3lj7yh 82 14 , , , cord-026948-jl3lj7yh 82 15 and and CC cord-026948-jl3lj7yh 82 16 is be VBZ cord-026948-jl3lj7yh 82 17 annotated annotate VBN cord-026948-jl3lj7yh 82 18 at at IN cord-026948-jl3lj7yh 82 19 the the DT cord-026948-jl3lj7yh 82 20 userlevel userlevel NN cord-026948-jl3lj7yh 82 21 , , , cord-026948-jl3lj7yh 82 22 indicating indicate VBG cord-026948-jl3lj7yh 82 23 whether whether IN cord-026948-jl3lj7yh 82 24 a a DT cord-026948-jl3lj7yh 82 25 user user NN cord-026948-jl3lj7yh 82 26 is be VBZ cord-026948-jl3lj7yh 82 27 anorexic anorexic JJ cord-026948-jl3lj7yh 82 28 or or CC cord-026948-jl3lj7yh 82 29 not not RB cord-026948-jl3lj7yh 82 30 . . . cord-026948-jl3lj7yh 83 1 For for IN cord-026948-jl3lj7yh 83 2 this this DT cord-026948-jl3lj7yh 83 3 work work NN cord-026948-jl3lj7yh 83 4 , , , cord-026948-jl3lj7yh 83 5 we -PRON- PRP cord-026948-jl3lj7yh 83 6 have have VBP cord-026948-jl3lj7yh 83 7 focused focus VBN cord-026948-jl3lj7yh 83 8 on on IN cord-026948-jl3lj7yh 83 9 the the DT cord-026948-jl3lj7yh 83 10 detection detection NN cord-026948-jl3lj7yh 83 11 of of IN cord-026948-jl3lj7yh 83 12 anorexia anorexia NN cord-026948-jl3lj7yh 83 13 , , , cord-026948-jl3lj7yh 83 14 without without IN cord-026948-jl3lj7yh 83 15 considering consider VBG cord-026948-jl3lj7yh 83 16 the the DT cord-026948-jl3lj7yh 83 17 earliness earliness NN cord-026948-jl3lj7yh 83 18 of of IN cord-026948-jl3lj7yh 83 19 the the DT cord-026948-jl3lj7yh 83 20 detection detection NN cord-026948-jl3lj7yh 83 21 as as IN cord-026948-jl3lj7yh 83 22 the the DT cord-026948-jl3lj7yh 83 23 shared share VBN cord-026948-jl3lj7yh 83 24 task task NN cord-026948-jl3lj7yh 83 25 does do VBZ cord-026948-jl3lj7yh 83 26 . . . cord-026948-jl3lj7yh 84 1 Table table NN cord-026948-jl3lj7yh 84 2 1 1 CD cord-026948-jl3lj7yh 84 3 shows show VBZ cord-026948-jl3lj7yh 84 4 statistics statistic NNS cord-026948-jl3lj7yh 84 5 of of IN cord-026948-jl3lj7yh 84 6 the the DT cord-026948-jl3lj7yh 84 7 training training NN cord-026948-jl3lj7yh 84 8 , , , cord-026948-jl3lj7yh 84 9 validation validation NN cord-026948-jl3lj7yh 84 10 , , , cord-026948-jl3lj7yh 84 11 and and CC cord-026948-jl3lj7yh 84 12 testing testing NN cord-026948-jl3lj7yh 84 13 datasets dataset NNS cord-026948-jl3lj7yh 84 14 . . . cord-026948-jl3lj7yh 85 1 As as IN cord-026948-jl3lj7yh 85 2 the the DT cord-026948-jl3lj7yh 85 3 table table NN cord-026948-jl3lj7yh 85 4 shows show VBZ cord-026948-jl3lj7yh 85 5 , , , cord-026948-jl3lj7yh 85 6 the the DT cord-026948-jl3lj7yh 85 7 data data NN cord-026948-jl3lj7yh 85 8 contains contain VBZ cord-026948-jl3lj7yh 85 9 posts post NNS cord-026948-jl3lj7yh 85 10 from from IN cord-026948-jl3lj7yh 85 11 152 152 CD cord-026948-jl3lj7yh 85 12 users user NNS cord-026948-jl3lj7yh 85 13 for for IN cord-026948-jl3lj7yh 85 14 training training NN cord-026948-jl3lj7yh 85 15 , , , cord-026948-jl3lj7yh 85 16 320 320 CD cord-026948-jl3lj7yh 85 17 users user NNS cord-026948-jl3lj7yh 85 18 for for IN cord-026948-jl3lj7yh 85 19 validation validation NN cord-026948-jl3lj7yh 85 20 , , , cord-026948-jl3lj7yh 85 21 and and CC cord-026948-jl3lj7yh 85 22 815 815 CD cord-026948-jl3lj7yh 85 23 users user NNS cord-026948-jl3lj7yh 85 24 for for IN cord-026948-jl3lj7yh 85 25 testing testing NN cord-026948-jl3lj7yh 85 26 , , , cord-026948-jl3lj7yh 85 27 with with IN cord-026948-jl3lj7yh 85 28 an an DT cord-026948-jl3lj7yh 85 29 average average NN cord-026948-jl3lj7yh 85 30 of of IN cord-026948-jl3lj7yh 85 31 300 300 CD cord-026948-jl3lj7yh 85 32 to to TO cord-026948-jl3lj7yh 85 33 400 400 CD cord-026948-jl3lj7yh 85 34 posts post NNS cord-026948-jl3lj7yh 85 35 per per IN cord-026948-jl3lj7yh 85 36 user user NN cord-026948-jl3lj7yh 85 37 . . . cord-026948-jl3lj7yh 86 1 As as IN cord-026948-jl3lj7yh 86 2 indicated indicate VBN cord-026948-jl3lj7yh 86 3 in in IN cord-026948-jl3lj7yh 86 4 Losada Losada NNP cord-026948-jl3lj7yh 86 5 et et NNP cord-026948-jl3lj7yh 86 6 al al NNP cord-026948-jl3lj7yh 86 7 . . . cord-026948-jl3lj7yh 87 1 [ [ -LRB- cord-026948-jl3lj7yh 87 2 17 17 CD cord-026948-jl3lj7yh 87 3 ] ] -RRB- cord-026948-jl3lj7yh 87 4 , , , cord-026948-jl3lj7yh 87 5 the the DT cord-026948-jl3lj7yh 87 6 dataset dataset NN cord-026948-jl3lj7yh 87 7 was be VBD cord-026948-jl3lj7yh 87 8 collected collect VBN cord-026948-jl3lj7yh 87 9 following follow VBG cord-026948-jl3lj7yh 87 10 the the DT cord-026948-jl3lj7yh 87 11 extraction extraction NN cord-026948-jl3lj7yh 87 12 and and CC cord-026948-jl3lj7yh 87 13 annotation annotation NN cord-026948-jl3lj7yh 87 14 method method NN cord-026948-jl3lj7yh 87 15 , , , cord-026948-jl3lj7yh 87 16 proposed propose VBN cord-026948-jl3lj7yh 87 17 by by IN cord-026948-jl3lj7yh 87 18 Coppersmith Coppersmith NNP cord-026948-jl3lj7yh 87 19 et et NNP cord-026948-jl3lj7yh 87 20 al al NNP cord-026948-jl3lj7yh 87 21 . . . cord-026948-jl3lj7yh 88 1 [ [ -LRB- cord-026948-jl3lj7yh 88 2 3 3 CD cord-026948-jl3lj7yh 88 3 ] ] -RRB- cord-026948-jl3lj7yh 88 4 . . . cord-026948-jl3lj7yh 89 1 The the DT cord-026948-jl3lj7yh 89 2 anorexic anorexic JJ cord-026948-jl3lj7yh 89 3 users user NNS cord-026948-jl3lj7yh 89 4 were be VBD cord-026948-jl3lj7yh 89 5 self self NN cord-026948-jl3lj7yh 89 6 - - HYPH cord-026948-jl3lj7yh 89 7 identified identify VBN cord-026948-jl3lj7yh 89 8 by by IN cord-026948-jl3lj7yh 89 9 explicitly explicitly RB cord-026948-jl3lj7yh 89 10 stating state VBG cord-026948-jl3lj7yh 89 11 being be VBG cord-026948-jl3lj7yh 89 12 diagnosed diagnose VBN cord-026948-jl3lj7yh 89 13 with with IN cord-026948-jl3lj7yh 89 14 anorexia anorexia NN cord-026948-jl3lj7yh 89 15 on on IN cord-026948-jl3lj7yh 89 16 Reddit Reddit NNP cord-026948-jl3lj7yh 89 17 , , , cord-026948-jl3lj7yh 89 18 while while IN cord-026948-jl3lj7yh 89 19 the the DT cord-026948-jl3lj7yh 89 20 non non JJ cord-026948-jl3lj7yh 89 21 - - JJ cord-026948-jl3lj7yh 89 22 anorexic anorexic JJ cord-026948-jl3lj7yh 89 23 users user NNS cord-026948-jl3lj7yh 89 24 were be VBD cord-026948-jl3lj7yh 89 25 randomly randomly RB cord-026948-jl3lj7yh 89 26 crawled crawl VBN cord-026948-jl3lj7yh 89 27 from from IN cord-026948-jl3lj7yh 89 28 the the DT cord-026948-jl3lj7yh 89 29 same same JJ cord-026948-jl3lj7yh 89 30 social social JJ cord-026948-jl3lj7yh 89 31 media medium NNS cord-026948-jl3lj7yh 89 32 . . . cord-026948-jl3lj7yh 90 1 From from IN cord-026948-jl3lj7yh 90 2 the the DT cord-026948-jl3lj7yh 90 3 set set NN cord-026948-jl3lj7yh 90 4 of of IN cord-026948-jl3lj7yh 90 5 anorexic anorexic JJ cord-026948-jl3lj7yh 90 6 users user NNS cord-026948-jl3lj7yh 90 7 , , , cord-026948-jl3lj7yh 90 8 these these DT cord-026948-jl3lj7yh 90 9 specific specific JJ cord-026948-jl3lj7yh 90 10 posts post NNS cord-026948-jl3lj7yh 90 11 which which WDT cord-026948-jl3lj7yh 90 12 discussed discuss VBD cord-026948-jl3lj7yh 90 13 being be VBG cord-026948-jl3lj7yh 90 14 diagnosed diagnose VBN cord-026948-jl3lj7yh 90 15 with with IN cord-026948-jl3lj7yh 90 16 anorexia anorexia NN cord-026948-jl3lj7yh 90 17 were be VBD cord-026948-jl3lj7yh 90 18 removed remove VBN cord-026948-jl3lj7yh 90 19 from from IN cord-026948-jl3lj7yh 90 20 the the DT cord-026948-jl3lj7yh 90 21 dataset dataset NN cord-026948-jl3lj7yh 90 22 . . . cord-026948-jl3lj7yh 91 1 The the DT cord-026948-jl3lj7yh 91 2 results result NNS cord-026948-jl3lj7yh 91 3 from from IN cord-026948-jl3lj7yh 91 4 the the DT cord-026948-jl3lj7yh 91 5 experiments experiment NNS cord-026948-jl3lj7yh 91 6 are be VBP cord-026948-jl3lj7yh 91 7 shown show VBN cord-026948-jl3lj7yh 91 8 graphically graphically RB cord-026948-jl3lj7yh 91 9 in in IN cord-026948-jl3lj7yh 91 10 Fig Fig NNP cord-026948-jl3lj7yh 91 11 . . NNP cord-026948-jl3lj7yh 91 12 2 2 CD cord-026948-jl3lj7yh 91 13 , , , cord-026948-jl3lj7yh 91 14 and and CC cord-026948-jl3lj7yh 91 15 selected select VBN cord-026948-jl3lj7yh 91 16 results result NNS cord-026948-jl3lj7yh 91 17 are be VBP cord-026948-jl3lj7yh 91 18 provided provide VBN cord-026948-jl3lj7yh 91 19 in in IN cord-026948-jl3lj7yh 91 20 Table Table NNP cord-026948-jl3lj7yh 91 21 2 2 CD cord-026948-jl3lj7yh 91 22 . . . cord-026948-jl3lj7yh 92 1 As as IN cord-026948-jl3lj7yh 92 2 the the DT cord-026948-jl3lj7yh 92 3 solid solid JJ cord-026948-jl3lj7yh 92 4 lines line NNS cord-026948-jl3lj7yh 92 5 in in IN cord-026948-jl3lj7yh 92 6 Fig Fig NNP cord-026948-jl3lj7yh 92 7 . . . cord-026948-jl3lj7yh 93 1 2 2 CD cord-026948-jl3lj7yh 93 2 show show VBP cord-026948-jl3lj7yh 93 3 , , , cord-026948-jl3lj7yh 93 4 by by IN cord-026948-jl3lj7yh 93 5 increasing increase VBG cord-026948-jl3lj7yh 93 6 the the DT cord-026948-jl3lj7yh 93 7 maximum maximum JJ cord-026948-jl3lj7yh 93 8 number number NN cord-026948-jl3lj7yh 93 9 of of IN cord-026948-jl3lj7yh 93 10 available available JJ cord-026948-jl3lj7yh 93 11 posts post NNS cord-026948-jl3lj7yh 93 12 per per IN cord-026948-jl3lj7yh 93 13 user user NN cord-026948-jl3lj7yh 93 14 , , , cord-026948-jl3lj7yh 93 15 the the DT cord-026948-jl3lj7yh 93 16 performance performance NN cord-026948-jl3lj7yh 93 17 of of IN cord-026948-jl3lj7yh 93 18 the the DT cord-026948-jl3lj7yh 93 19 model model NN cord-026948-jl3lj7yh 93 20 with with IN cord-026948-jl3lj7yh 93 21 user user NN cord-026948-jl3lj7yh 93 22 - - HYPH cord-026948-jl3lj7yh 93 23 level level NN cord-026948-jl3lj7yh 93 24 attention attention NN cord-026948-jl3lj7yh 93 25 ( ( -LRB- cord-026948-jl3lj7yh 93 26 experiment experiment NN cord-026948-jl3lj7yh 93 27 1 1 CD cord-026948-jl3lj7yh 93 28 ) ) -RRB- cord-026948-jl3lj7yh 93 29 generally generally RB cord-026948-jl3lj7yh 93 30 improves improve VBZ cord-026948-jl3lj7yh 93 31 in in IN cord-026948-jl3lj7yh 93 32 terms term NNS cord-026948-jl3lj7yh 93 33 of of IN cord-026948-jl3lj7yh 93 34 accuracy accuracy NN cord-026948-jl3lj7yh 93 35 , , , cord-026948-jl3lj7yh 93 36 precision precision NN cord-026948-jl3lj7yh 93 37 , , , cord-026948-jl3lj7yh 93 38 and and CC cord-026948-jl3lj7yh 93 39 F1 F1 NNP cord-026948-jl3lj7yh 93 40 , , , cord-026948-jl3lj7yh 93 41 while while IN cord-026948-jl3lj7yh 93 42 the the DT cord-026948-jl3lj7yh 93 43 recall recall NN cord-026948-jl3lj7yh 93 44 drops drop VBZ cord-026948-jl3lj7yh 93 45 . . . cord-026948-jl3lj7yh 94 1 It -PRON- PRP cord-026948-jl3lj7yh 94 2 can can MD cord-026948-jl3lj7yh 94 3 also also RB cord-026948-jl3lj7yh 94 4 be be VB cord-026948-jl3lj7yh 94 5 observed observe VBN cord-026948-jl3lj7yh 94 6 that that IN cord-026948-jl3lj7yh 94 7 , , , cord-026948-jl3lj7yh 94 8 the the DT cord-026948-jl3lj7yh 94 9 changes change NNS cord-026948-jl3lj7yh 94 10 in in IN cord-026948-jl3lj7yh 94 11 performance performance NN cord-026948-jl3lj7yh 94 12 measures measure NNS cord-026948-jl3lj7yh 94 13 decreases decrease VBZ cord-026948-jl3lj7yh 94 14 as as IN cord-026948-jl3lj7yh 94 15 the the DT cord-026948-jl3lj7yh 94 16 number number NN cord-026948-jl3lj7yh 94 17 of of IN cord-026948-jl3lj7yh 94 18 available available JJ cord-026948-jl3lj7yh 94 19 posts post NNS cord-026948-jl3lj7yh 94 20 increases increase NNS cord-026948-jl3lj7yh 94 21 , , , cord-026948-jl3lj7yh 94 22 and and CC cord-026948-jl3lj7yh 94 23 the the DT cord-026948-jl3lj7yh 94 24 performance performance NN cord-026948-jl3lj7yh 94 25 gradually gradually RB cord-026948-jl3lj7yh 94 26 converges converge VBZ cord-026948-jl3lj7yh 94 27 to to IN cord-026948-jl3lj7yh 94 28 the the DT cord-026948-jl3lj7yh 94 29 final final JJ cord-026948-jl3lj7yh 94 30 ones one NNS cord-026948-jl3lj7yh 94 31 when when WRB cord-026948-jl3lj7yh 94 32 all all PDT cord-026948-jl3lj7yh 94 33 the the DT cord-026948-jl3lj7yh 94 34 posts post NNS cord-026948-jl3lj7yh 94 35 are be VBP cord-026948-jl3lj7yh 94 36 available available JJ cord-026948-jl3lj7yh 94 37 ( ( -LRB- cord-026948-jl3lj7yh 94 38 see see VB cord-026948-jl3lj7yh 94 39 Table table NN cord-026948-jl3lj7yh 94 40 2 2 CD cord-026948-jl3lj7yh 94 41 ) ) -RRB- cord-026948-jl3lj7yh 94 42 . . . cord-026948-jl3lj7yh 95 1 We -PRON- PRP cord-026948-jl3lj7yh 95 2 believe believe VBP cord-026948-jl3lj7yh 95 3 that that IN cord-026948-jl3lj7yh 95 4 the the DT cord-026948-jl3lj7yh 95 5 gradual gradual JJ cord-026948-jl3lj7yh 95 6 improvement improvement NN cord-026948-jl3lj7yh 95 7 in in IN cord-026948-jl3lj7yh 95 8 the the DT cord-026948-jl3lj7yh 95 9 precision precision NN cord-026948-jl3lj7yh 95 10 and and CC cord-026948-jl3lj7yh 95 11 drop drop NN cord-026948-jl3lj7yh 95 12 in in IN cord-026948-jl3lj7yh 95 13 recall recall NN cord-026948-jl3lj7yh 95 14 is be VBZ cord-026948-jl3lj7yh 95 15 because because IN cord-026948-jl3lj7yh 95 16 , , , cord-026948-jl3lj7yh 95 17 in in IN cord-026948-jl3lj7yh 95 18 general general JJ cord-026948-jl3lj7yh 95 19 , , , cord-026948-jl3lj7yh 95 20 the the DT cord-026948-jl3lj7yh 95 21 posts post NNS cord-026948-jl3lj7yh 95 22 that that WDT cord-026948-jl3lj7yh 95 23 have have VBP cord-026948-jl3lj7yh 95 24 been be VBN cord-026948-jl3lj7yh 95 25 highly highly RB cord-026948-jl3lj7yh 95 26 weighted weight VBN cord-026948-jl3lj7yh 95 27 by by IN cord-026948-jl3lj7yh 95 28 the the DT cord-026948-jl3lj7yh 95 29 user user NN cord-026948-jl3lj7yh 95 30 - - HYPH cord-026948-jl3lj7yh 95 31 level level NN cord-026948-jl3lj7yh 95 32 attention attention NN cord-026948-jl3lj7yh 95 33 mechanism mechanism NN cord-026948-jl3lj7yh 95 34 , , , cord-026948-jl3lj7yh 95 35 include include VBP cord-026948-jl3lj7yh 95 36 signals signal NNS cord-026948-jl3lj7yh 95 37 that that IN cord-026948-jl3lj7yh 95 38 the the DT cord-026948-jl3lj7yh 95 39 user user NN cord-026948-jl3lj7yh 95 40 is be VBZ cord-026948-jl3lj7yh 95 41 anorexic anorexic JJ cord-026948-jl3lj7yh 95 42 ( ( -LRB- cord-026948-jl3lj7yh 95 43 rather rather RB cord-026948-jl3lj7yh 95 44 than than IN cord-026948-jl3lj7yh 95 45 signals signal NNS cord-026948-jl3lj7yh 95 46 that that IN cord-026948-jl3lj7yh 95 47 the the DT cord-026948-jl3lj7yh 95 48 user user NN cord-026948-jl3lj7yh 95 49 is be VBZ cord-026948-jl3lj7yh 95 50 not not RB cord-026948-jl3lj7yh 95 51 ) ) -RRB- cord-026948-jl3lj7yh 95 52 . . . cord-026948-jl3lj7yh 96 1 The the DT cord-026948-jl3lj7yh 96 2 dotted dotted JJ cord-026948-jl3lj7yh 96 3 lines line NNS cord-026948-jl3lj7yh 96 4 in in IN cord-026948-jl3lj7yh 96 5 Fig Fig NNP cord-026948-jl3lj7yh 96 6 . . . cord-026948-jl3lj7yh 97 1 2a 2a LS cord-026948-jl3lj7yh 97 2 show show VBP cord-026948-jl3lj7yh 97 3 that that IN cord-026948-jl3lj7yh 97 4 , , , cord-026948-jl3lj7yh 97 5 by by IN cord-026948-jl3lj7yh 97 6 increasing increase VBG cord-026948-jl3lj7yh 97 7 the the DT cord-026948-jl3lj7yh 97 8 maximum maximum JJ cord-026948-jl3lj7yh 97 9 number number NN cord-026948-jl3lj7yh 97 10 of of IN cord-026948-jl3lj7yh 97 11 available available JJ cord-026948-jl3lj7yh 97 12 posts post NNS cord-026948-jl3lj7yh 97 13 from from IN cord-026948-jl3lj7yh 97 14 1 1 CD cord-026948-jl3lj7yh 97 15 to to IN cord-026948-jl3lj7yh 97 16 10 10 CD cord-026948-jl3lj7yh 97 17 , , , cord-026948-jl3lj7yh 97 18 the the DT cord-026948-jl3lj7yh 97 19 performance performance NN cord-026948-jl3lj7yh 97 20 of of IN cord-026948-jl3lj7yh 97 21 model model NN cord-026948-jl3lj7yh 97 22 with with IN cord-026948-jl3lj7yh 97 23 the the DT cord-026948-jl3lj7yh 97 24 user user NN cord-026948-jl3lj7yh 97 25 - - HYPH cord-026948-jl3lj7yh 97 26 level level NN cord-026948-jl3lj7yh 97 27 average average JJ cord-026948-jl3lj7yh 97 28 pooling pooling NN cord-026948-jl3lj7yh 97 29 ( ( -LRB- cord-026948-jl3lj7yh 97 30 experiment experiment NN cord-026948-jl3lj7yh 97 31 2 2 CD cord-026948-jl3lj7yh 97 32 ) ) -RRB- cord-026948-jl3lj7yh 97 33 also also RB cord-026948-jl3lj7yh 97 34 improves improve VBZ cord-026948-jl3lj7yh 97 35 in in IN cord-026948-jl3lj7yh 97 36 terms term NNS cord-026948-jl3lj7yh 97 37 of of IN cord-026948-jl3lj7yh 97 38 accuracy accuracy NN cord-026948-jl3lj7yh 97 39 , , , cord-026948-jl3lj7yh 97 40 precision precision NN cord-026948-jl3lj7yh 97 41 , , , cord-026948-jl3lj7yh 97 42 and and CC cord-026948-jl3lj7yh 97 43 F1 f1 NN cord-026948-jl3lj7yh 97 44 , , , cord-026948-jl3lj7yh 97 45 but but CC cord-026948-jl3lj7yh 97 46 deteriorates deteriorate VBZ cord-026948-jl3lj7yh 97 47 in in IN cord-026948-jl3lj7yh 97 48 terms term NNS cord-026948-jl3lj7yh 97 49 of of IN cord-026948-jl3lj7yh 97 50 recall recall NN cord-026948-jl3lj7yh 97 51 . . . cord-026948-jl3lj7yh 98 1 This this DT cord-026948-jl3lj7yh 98 2 shows show VBZ cord-026948-jl3lj7yh 98 3 that that IN cord-026948-jl3lj7yh 98 4 , , , cord-026948-jl3lj7yh 98 5 the the DT cord-026948-jl3lj7yh 98 6 first first JJ cord-026948-jl3lj7yh 98 7 10 10 CD cord-026948-jl3lj7yh 98 8 highly highly RB cord-026948-jl3lj7yh 98 9 - - HYPH cord-026948-jl3lj7yh 98 10 weighted weight VBN cord-026948-jl3lj7yh 98 11 posts post NNS cord-026948-jl3lj7yh 98 12 included include VBD cord-026948-jl3lj7yh 98 13 information information NN cord-026948-jl3lj7yh 98 14 necessary necessary JJ cord-026948-jl3lj7yh 98 15 for for IN cord-026948-jl3lj7yh 98 16 the the DT cord-026948-jl3lj7yh 98 17 system system NN cord-026948-jl3lj7yh 98 18 to to TO cord-026948-jl3lj7yh 98 19 make make VB cord-026948-jl3lj7yh 98 20 a a DT cord-026948-jl3lj7yh 98 21 prediction prediction NN cord-026948-jl3lj7yh 98 22 about about IN cord-026948-jl3lj7yh 98 23 the the DT cord-026948-jl3lj7yh 98 24 user user NN cord-026948-jl3lj7yh 98 25 . . . cord-026948-jl3lj7yh 99 1 This this DT cord-026948-jl3lj7yh 99 2 has have VBZ cord-026948-jl3lj7yh 99 3 even even RB cord-026948-jl3lj7yh 99 4 led lead VBN cord-026948-jl3lj7yh 99 5 the the DT cord-026948-jl3lj7yh 99 6 model model NN cord-026948-jl3lj7yh 99 7 with with IN cord-026948-jl3lj7yh 99 8 average average JJ cord-026948-jl3lj7yh 99 9 pooling pooling NN cord-026948-jl3lj7yh 99 10 to to TO cord-026948-jl3lj7yh 99 11 have have VB cord-026948-jl3lj7yh 99 12 a a DT cord-026948-jl3lj7yh 99 13 higher high JJR cord-026948-jl3lj7yh 99 14 F1 f1 NN cord-026948-jl3lj7yh 99 15 score score NN cord-026948-jl3lj7yh 99 16 than than IN cord-026948-jl3lj7yh 99 17 the the DT cord-026948-jl3lj7yh 99 18 model model NN cord-026948-jl3lj7yh 99 19 with with IN cord-026948-jl3lj7yh 99 20 user user NN cord-026948-jl3lj7yh 99 21 - - HYPH cord-026948-jl3lj7yh 99 22 level level NN cord-026948-jl3lj7yh 99 23 attention attention NN cord-026948-jl3lj7yh 99 24 , , , cord-026948-jl3lj7yh 99 25 as as IN cord-026948-jl3lj7yh 99 26 the the DT cord-026948-jl3lj7yh 99 27 former former JJ cord-026948-jl3lj7yh 99 28 has have VBZ cord-026948-jl3lj7yh 99 29 a a DT cord-026948-jl3lj7yh 99 30 tendency tendency NN cord-026948-jl3lj7yh 99 31 to to TO cord-026948-jl3lj7yh 99 32 get get VB cord-026948-jl3lj7yh 99 33 less less RBR cord-026948-jl3lj7yh 99 34 biased biased JJ cord-026948-jl3lj7yh 99 35 towards towards IN cord-026948-jl3lj7yh 99 36 specific specific JJ cord-026948-jl3lj7yh 99 37 posts post NNS cord-026948-jl3lj7yh 99 38 . . . cord-026948-jl3lj7yh 100 1 Table table NN cord-026948-jl3lj7yh 100 2 2 2 CD cord-026948-jl3lj7yh 100 3 and and CC cord-026948-jl3lj7yh 100 4 Fig Fig NNP cord-026948-jl3lj7yh 100 5 . . . cord-026948-jl3lj7yh 100 6 2b 2b NNP cord-026948-jl3lj7yh 100 7 show show VBP cord-026948-jl3lj7yh 100 8 that that IN cord-026948-jl3lj7yh 100 9 , , , cord-026948-jl3lj7yh 100 10 the the DT cord-026948-jl3lj7yh 100 11 F1 F1 NNP cord-026948-jl3lj7yh 100 12 and and CC cord-026948-jl3lj7yh 100 13 the the DT cord-026948-jl3lj7yh 100 14 accuracy accuracy NN cord-026948-jl3lj7yh 100 15 of of IN cord-026948-jl3lj7yh 100 16 the the DT cord-026948-jl3lj7yh 100 17 model model NN cord-026948-jl3lj7yh 100 18 with with IN cord-026948-jl3lj7yh 100 19 the the DT cord-026948-jl3lj7yh 100 20 user user NN cord-026948-jl3lj7yh 100 21 - - HYPH cord-026948-jl3lj7yh 100 22 level level NN cord-026948-jl3lj7yh 100 23 average average JJ cord-026948-jl3lj7yh 100 24 pooling pooling NN cord-026948-jl3lj7yh 100 25 starts start VBZ cord-026948-jl3lj7yh 100 26 to to TO cord-026948-jl3lj7yh 100 27 drop drop VB cord-026948-jl3lj7yh 100 28 from from IN cord-026948-jl3lj7yh 100 29 30 30 CD cord-026948-jl3lj7yh 100 30 and and CC cord-026948-jl3lj7yh 100 31 60 60 CD cord-026948-jl3lj7yh 100 32 posts post NNS cord-026948-jl3lj7yh 100 33 , , , cord-026948-jl3lj7yh 100 34 respectively respectively RB cord-026948-jl3lj7yh 100 35 . . . cord-026948-jl3lj7yh 101 1 As as IN cord-026948-jl3lj7yh 101 2 a a DT cord-026948-jl3lj7yh 101 3 result result NN cord-026948-jl3lj7yh 101 4 , , , cord-026948-jl3lj7yh 101 5 the the DT cord-026948-jl3lj7yh 101 6 model model NN cord-026948-jl3lj7yh 101 7 with with IN cord-026948-jl3lj7yh 101 8 user user NN cord-026948-jl3lj7yh 101 9 - - HYPH cord-026948-jl3lj7yh 101 10 level level NN cord-026948-jl3lj7yh 101 11 attention attention NN cord-026948-jl3lj7yh 101 12 overtakes overtake VBZ cord-026948-jl3lj7yh 101 13 the the DT cord-026948-jl3lj7yh 101 14 one one CD cord-026948-jl3lj7yh 101 15 with with IN cord-026948-jl3lj7yh 101 16 average average JJ cord-026948-jl3lj7yh 101 17 pooling pooling NN cord-026948-jl3lj7yh 101 18 in in IN cord-026948-jl3lj7yh 101 19 terms term NNS cord-026948-jl3lj7yh 101 20 of of IN cord-026948-jl3lj7yh 101 21 F1 f1 NN cord-026948-jl3lj7yh 101 22 and and CC cord-026948-jl3lj7yh 101 23 accuracy accuracy NN cord-026948-jl3lj7yh 101 24 , , , cord-026948-jl3lj7yh 101 25 after after IN cord-026948-jl3lj7yh 101 26 more more JJR cord-026948-jl3lj7yh 101 27 than than IN cord-026948-jl3lj7yh 101 28 30 30 CD cord-026948-jl3lj7yh 101 29 and and CC cord-026948-jl3lj7yh 101 30 50 50 CD cord-026948-jl3lj7yh 101 31 posts post NNS cord-026948-jl3lj7yh 101 32 are be VBP cord-026948-jl3lj7yh 101 33 available available JJ cord-026948-jl3lj7yh 101 34 , , , cord-026948-jl3lj7yh 101 35 respectively respectively RB cord-026948-jl3lj7yh 101 36 . . . cord-026948-jl3lj7yh 102 1 This this DT cord-026948-jl3lj7yh 102 2 shows show VBZ cord-026948-jl3lj7yh 102 3 the the DT cord-026948-jl3lj7yh 102 4 higher high JJR cord-026948-jl3lj7yh 102 5 capability capability NN cord-026948-jl3lj7yh 102 6 of of IN cord-026948-jl3lj7yh 102 7 the the DT cord-026948-jl3lj7yh 102 8 model model NN cord-026948-jl3lj7yh 102 9 with with IN cord-026948-jl3lj7yh 102 10 the the DT cord-026948-jl3lj7yh 102 11 user user NN cord-026948-jl3lj7yh 102 12 - - HYPH cord-026948-jl3lj7yh 102 13 level level NN cord-026948-jl3lj7yh 102 14 attention attention NN cord-026948-jl3lj7yh 102 15 over over IN cord-026948-jl3lj7yh 102 16 the the DT cord-026948-jl3lj7yh 102 17 other other JJ cord-026948-jl3lj7yh 102 18 in in IN cord-026948-jl3lj7yh 102 19 handling handle VBG cord-026948-jl3lj7yh 102 20 the the DT cord-026948-jl3lj7yh 102 21 higher high JJR cord-026948-jl3lj7yh 102 22 number number NN cord-026948-jl3lj7yh 102 23 of of IN cord-026948-jl3lj7yh 102 24 posts post NNS cord-026948-jl3lj7yh 102 25 . . . cord-026948-jl3lj7yh 103 1 Figure figure NN cord-026948-jl3lj7yh 103 2 2 2 CD cord-026948-jl3lj7yh 103 3 also also RB cord-026948-jl3lj7yh 103 4 shows show VBZ cord-026948-jl3lj7yh 103 5 that that IN cord-026948-jl3lj7yh 103 6 increasing increase VBG cord-026948-jl3lj7yh 103 7 the the DT cord-026948-jl3lj7yh 103 8 maximum maximum JJ cord-026948-jl3lj7yh 103 9 number number NN cord-026948-jl3lj7yh 103 10 of of IN cord-026948-jl3lj7yh 103 11 available available JJ cord-026948-jl3lj7yh 103 12 posts post NNS cord-026948-jl3lj7yh 103 13 leads lead VBZ cord-026948-jl3lj7yh 103 14 to to IN cord-026948-jl3lj7yh 103 15 a a DT cord-026948-jl3lj7yh 103 16 rapid rapid JJ cord-026948-jl3lj7yh 103 17 drop drop NN cord-026948-jl3lj7yh 103 18 in in IN cord-026948-jl3lj7yh 103 19 the the DT cord-026948-jl3lj7yh 103 20 recall recall NN cord-026948-jl3lj7yh 103 21 of of IN cord-026948-jl3lj7yh 103 22 the the DT cord-026948-jl3lj7yh 103 23 model model NN cord-026948-jl3lj7yh 103 24 with with IN cord-026948-jl3lj7yh 103 25 user user NN cord-026948-jl3lj7yh 103 26 - - HYPH cord-026948-jl3lj7yh 103 27 level level NN cord-026948-jl3lj7yh 103 28 average average JJ cord-026948-jl3lj7yh 103 29 pooling pooling NN cord-026948-jl3lj7yh 103 30 . . . cord-026948-jl3lj7yh 104 1 This this DT cord-026948-jl3lj7yh 104 2 shows show VBZ cord-026948-jl3lj7yh 104 3 that that IN cord-026948-jl3lj7yh 104 4 , , , cord-026948-jl3lj7yh 104 5 the the DT cord-026948-jl3lj7yh 104 6 higher high JJR cord-026948-jl3lj7yh 104 7 the the DT cord-026948-jl3lj7yh 104 8 number number NN cord-026948-jl3lj7yh 104 9 of of IN cord-026948-jl3lj7yh 104 10 available available JJ cord-026948-jl3lj7yh 104 11 posts post NNS cord-026948-jl3lj7yh 104 12 to to IN cord-026948-jl3lj7yh 104 13 the the DT cord-026948-jl3lj7yh 104 14 model model NN cord-026948-jl3lj7yh 104 15 with with IN cord-026948-jl3lj7yh 104 16 average average JJ cord-026948-jl3lj7yh 104 17 pooling pooling NN cord-026948-jl3lj7yh 104 18 , , , cord-026948-jl3lj7yh 104 19 the the DT cord-026948-jl3lj7yh 104 20 more more RBR cord-026948-jl3lj7yh 104 21 this this DT cord-026948-jl3lj7yh 104 22 model model NN cord-026948-jl3lj7yh 104 23 loses lose VBZ cord-026948-jl3lj7yh 104 24 the the DT cord-026948-jl3lj7yh 104 25 capability capability NN cord-026948-jl3lj7yh 104 26 on on IN cord-026948-jl3lj7yh 104 27 observing observe VBG cord-026948-jl3lj7yh 104 28 the the DT cord-026948-jl3lj7yh 104 29 patterns pattern NNS cord-026948-jl3lj7yh 104 30 that that WDT cord-026948-jl3lj7yh 104 31 are be VBP cord-026948-jl3lj7yh 104 32 useful useful JJ cord-026948-jl3lj7yh 104 33 in in IN cord-026948-jl3lj7yh 104 34 detecting detect VBG cord-026948-jl3lj7yh 104 35 anorexia anorexia NN cord-026948-jl3lj7yh 104 36 . . . cord-026948-jl3lj7yh 105 1 This this DT cord-026948-jl3lj7yh 105 2 can can MD cord-026948-jl3lj7yh 105 3 also also RB cord-026948-jl3lj7yh 105 4 support support VB cord-026948-jl3lj7yh 105 5 the the DT cord-026948-jl3lj7yh 105 6 hypothesis hypothesis NN cord-026948-jl3lj7yh 105 7 that that IN cord-026948-jl3lj7yh 105 8 the the DT cord-026948-jl3lj7yh 105 9 user user NN cord-026948-jl3lj7yh 105 10 - - HYPH cord-026948-jl3lj7yh 105 11 level level NN cord-026948-jl3lj7yh 105 12 attention attention NN cord-026948-jl3lj7yh 105 13 mechanism mechanism NN cord-026948-jl3lj7yh 105 14 generally generally RB cord-026948-jl3lj7yh 105 15 assigns assign VBZ cord-026948-jl3lj7yh 105 16 higher high JJR cord-026948-jl3lj7yh 105 17 weights weight NNS cord-026948-jl3lj7yh 105 18 to to IN cord-026948-jl3lj7yh 105 19 the the DT cord-026948-jl3lj7yh 105 20 posts post NNS cord-026948-jl3lj7yh 105 21 that that WDT cord-026948-jl3lj7yh 105 22 are be VBP cord-026948-jl3lj7yh 105 23 more more RBR cord-026948-jl3lj7yh 105 24 signalling signalling NN cord-026948-jl3lj7yh 105 25 of of IN cord-026948-jl3lj7yh 105 26 anorexia anorexia NN cord-026948-jl3lj7yh 105 27 . . . cord-026948-jl3lj7yh 106 1 Table table NN cord-026948-jl3lj7yh 106 2 2 2 CD cord-026948-jl3lj7yh 106 3 . . . cord-026948-jl3lj7yh 107 1 Performance performance NN cord-026948-jl3lj7yh 107 2 of of IN cord-026948-jl3lj7yh 107 3 the the DT cord-026948-jl3lj7yh 107 4 system system NN cord-026948-jl3lj7yh 107 5 ( ( -LRB- cord-026948-jl3lj7yh 107 6 in in IN cord-026948-jl3lj7yh 107 7 percentage percentage NN cord-026948-jl3lj7yh 107 8 ) ) -RRB- cord-026948-jl3lj7yh 107 9 in in IN cord-026948-jl3lj7yh 107 10 terms term NNS cord-026948-jl3lj7yh 107 11 of of IN cord-026948-jl3lj7yh 107 12 the the DT cord-026948-jl3lj7yh 107 13 maximum maximum JJ cord-026948-jl3lj7yh 107 14 number number NN cord-026948-jl3lj7yh 107 15 of of IN cord-026948-jl3lj7yh 107 16 highly highly RB cord-026948-jl3lj7yh 107 17 - - HYPH cord-026948-jl3lj7yh 107 18 weighted weight VBN cord-026948-jl3lj7yh 107 19 posts post NNS cord-026948-jl3lj7yh 107 20 from from IN cord-026948-jl3lj7yh 107 21 each each DT cord-026948-jl3lj7yh 107 22 user user NN cord-026948-jl3lj7yh 107 23 . . . cord-026948-jl3lj7yh 108 1 The the DT cord-026948-jl3lj7yh 108 2 columns column NNS cord-026948-jl3lj7yh 108 3 labelled label VBN cord-026948-jl3lj7yh 108 4 as as IN cord-026948-jl3lj7yh 108 5 with with IN cord-026948-jl3lj7yh 108 6 Avg Avg NNP cord-026948-jl3lj7yh 108 7 Pool Pool NNP cord-026948-jl3lj7yh 108 8 refer refer NN cord-026948-jl3lj7yh 108 9 to to IN cord-026948-jl3lj7yh 108 10 the the DT cord-026948-jl3lj7yh 108 11 model model NN cord-026948-jl3lj7yh 108 12 in in IN cord-026948-jl3lj7yh 108 13 which which WDT cord-026948-jl3lj7yh 108 14 the the DT cord-026948-jl3lj7yh 108 15 user user NN cord-026948-jl3lj7yh 108 16 - - HYPH cord-026948-jl3lj7yh 108 17 level level NN cord-026948-jl3lj7yh 108 18 attention attention NN cord-026948-jl3lj7yh 108 19 mechanism mechanism NN cord-026948-jl3lj7yh 108 20 is be VBZ cord-026948-jl3lj7yh 108 21 ablated ablate VBN cord-026948-jl3lj7yh 108 22 . . . cord-026948-jl3lj7yh 109 1 The the DT cord-026948-jl3lj7yh 109 2 last last JJ cord-026948-jl3lj7yh 109 3 row row NN cord-026948-jl3lj7yh 109 4 refers refer VBZ cord-026948-jl3lj7yh 109 5 to to IN cord-026948-jl3lj7yh 109 6 the the DT cord-026948-jl3lj7yh 109 7 case case NN cord-026948-jl3lj7yh 109 8 when when WRB cord-026948-jl3lj7yh 109 9 all all PDT cord-026948-jl3lj7yh 109 10 the the DT cord-026948-jl3lj7yh 109 11 posts post NNS cord-026948-jl3lj7yh 109 12 from from IN cord-026948-jl3lj7yh 109 13 each each DT cord-026948-jl3lj7yh 109 14 user user NN cord-026948-jl3lj7yh 109 15 are be VBP cord-026948-jl3lj7yh 109 16 provided provide VBN cord-026948-jl3lj7yh 109 17 to to IN cord-026948-jl3lj7yh 109 18 the the DT cord-026948-jl3lj7yh 109 19 system system NN cord-026948-jl3lj7yh 109 20 . . . cord-026948-jl3lj7yh 109 21 _SP cord-026948-jl3lj7yh 110 1 In in IN cord-026948-jl3lj7yh 110 2 order order NN cord-026948-jl3lj7yh 110 3 to to TO cord-026948-jl3lj7yh 110 4 further further RB cord-026948-jl3lj7yh 110 5 analyze analyze VB cord-026948-jl3lj7yh 110 6 the the DT cord-026948-jl3lj7yh 110 7 behavior behavior NN cord-026948-jl3lj7yh 110 8 of of IN cord-026948-jl3lj7yh 110 9 the the DT cord-026948-jl3lj7yh 110 10 user user NN cord-026948-jl3lj7yh 110 11 - - HYPH cord-026948-jl3lj7yh 110 12 level level NN cord-026948-jl3lj7yh 110 13 attention attention NN cord-026948-jl3lj7yh 110 14 mechanism mechanism NN cord-026948-jl3lj7yh 110 15 , , , cord-026948-jl3lj7yh 110 16 the the DT cord-026948-jl3lj7yh 110 17 highest high JJS cord-026948-jl3lj7yh 110 18 weights weight NNS cord-026948-jl3lj7yh 110 19 assigned assign VBN cord-026948-jl3lj7yh 110 20 by by IN cord-026948-jl3lj7yh 110 21 the the DT cord-026948-jl3lj7yh 110 22 attention attention NN cord-026948-jl3lj7yh 110 23 mechanism mechanism NN cord-026948-jl3lj7yh 110 24 were be VBD cord-026948-jl3lj7yh 110 25 studied study VBN cord-026948-jl3lj7yh 110 26 across across IN cord-026948-jl3lj7yh 110 27 users user NNS cord-026948-jl3lj7yh 110 28 . . . cord-026948-jl3lj7yh 111 1 In in IN cord-026948-jl3lj7yh 111 2 addition addition NN cord-026948-jl3lj7yh 111 3 , , , cord-026948-jl3lj7yh 111 4 we -PRON- PRP cord-026948-jl3lj7yh 111 5 also also RB cord-026948-jl3lj7yh 111 6 calculated calculate VBD cord-026948-jl3lj7yh 111 7 the the DT cord-026948-jl3lj7yh 111 8 average average NN cord-026948-jl3lj7yh 111 9 of of IN cord-026948-jl3lj7yh 111 10 the the DT cord-026948-jl3lj7yh 111 11 n n NN cord-026948-jl3lj7yh 111 12 - - HYPH cord-026948-jl3lj7yh 111 13 th th DT cord-026948-jl3lj7yh 111 14 highest high JJS cord-026948-jl3lj7yh 111 15 weights weight NNS cord-026948-jl3lj7yh 111 16 assigned assign VBN cord-026948-jl3lj7yh 111 17 to to IN cord-026948-jl3lj7yh 111 18 the the DT cord-026948-jl3lj7yh 111 19 posts post NNS cord-026948-jl3lj7yh 111 20 by by IN cord-026948-jl3lj7yh 111 21 the the DT cord-026948-jl3lj7yh 111 22 users user NNS cord-026948-jl3lj7yh 111 23 , , , cord-026948-jl3lj7yh 111 24 with with IN cord-026948-jl3lj7yh 111 25 n n RB cord-026948-jl3lj7yh 111 26 ranging range VBG cord-026948-jl3lj7yh 111 27 from from IN cord-026948-jl3lj7yh 111 28 1 1 CD cord-026948-jl3lj7yh 111 29 to to IN cord-026948-jl3lj7yh 111 30 10 10 CD cord-026948-jl3lj7yh 111 31 . . . cord-026948-jl3lj7yh 112 1 We -PRON- PRP cord-026948-jl3lj7yh 112 2 compared compare VBD cord-026948-jl3lj7yh 112 3 these these DT cord-026948-jl3lj7yh 112 4 values value NNS cord-026948-jl3lj7yh 112 5 for for IN cord-026948-jl3lj7yh 112 6 two two CD cord-026948-jl3lj7yh 112 7 types type NNS cord-026948-jl3lj7yh 112 8 of of IN cord-026948-jl3lj7yh 112 9 users user NNS cord-026948-jl3lj7yh 112 10 : : : cord-026948-jl3lj7yh 112 11 labelled label VBN cord-026948-jl3lj7yh 112 12 by by IN cord-026948-jl3lj7yh 112 13 the the DT cord-026948-jl3lj7yh 112 14 model model NN cord-026948-jl3lj7yh 112 15 as as RB cord-026948-jl3lj7yh 112 16 anorexic anorexic JJ cord-026948-jl3lj7yh 112 17 ( ( -LRB- cord-026948-jl3lj7yh 112 18 i.e. i.e. FW cord-026948-jl3lj7yh 112 19 truepositive truepositive JJ cord-026948-jl3lj7yh 112 20 and and CC cord-026948-jl3lj7yh 112 21 false false JJ cord-026948-jl3lj7yh 112 22 positive positive JJ cord-026948-jl3lj7yh 112 23 users user NNS cord-026948-jl3lj7yh 112 24 ) ) -RRB- cord-026948-jl3lj7yh 112 25 and and CC cord-026948-jl3lj7yh 112 26 labelled label VBN cord-026948-jl3lj7yh 112 27 by by IN cord-026948-jl3lj7yh 112 28 the the DT cord-026948-jl3lj7yh 112 29 model model NN cord-026948-jl3lj7yh 112 30 as as IN cord-026948-jl3lj7yh 112 31 non non JJ cord-026948-jl3lj7yh 112 32 - - JJ cord-026948-jl3lj7yh 112 33 anorexic anorexic JJ cord-026948-jl3lj7yh 112 34 ( ( -LRB- cord-026948-jl3lj7yh 112 35 i.e. i.e. FW cord-026948-jl3lj7yh 112 36 true true JJ cord-026948-jl3lj7yh 112 37 - - HYPH cord-026948-jl3lj7yh 112 38 negative negative JJ cord-026948-jl3lj7yh 112 39 and and CC cord-026948-jl3lj7yh 112 40 false false JJ cord-026948-jl3lj7yh 112 41 - - HYPH cord-026948-jl3lj7yh 112 42 negative negative JJ cord-026948-jl3lj7yh 112 43 users user NNS cord-026948-jl3lj7yh 112 44 ) ) -RRB- cord-026948-jl3lj7yh 112 45 . . . cord-026948-jl3lj7yh 113 1 As as IN cord-026948-jl3lj7yh 113 2 Table table NN cord-026948-jl3lj7yh 113 3 3 3 CD cord-026948-jl3lj7yh 113 4 shows show NNS cord-026948-jl3lj7yh 113 5 , , , cord-026948-jl3lj7yh 113 6 on on IN cord-026948-jl3lj7yh 113 7 average average JJ cord-026948-jl3lj7yh 113 8 , , , cord-026948-jl3lj7yh 113 9 the the DT cord-026948-jl3lj7yh 113 10 attention attention NN cord-026948-jl3lj7yh 113 11 mechanism mechanism NN cord-026948-jl3lj7yh 113 12 has have VBZ cord-026948-jl3lj7yh 113 13 assigned assign VBN cord-026948-jl3lj7yh 113 14 6.96 6.96 CD cord-026948-jl3lj7yh 113 15 higher high JJR cord-026948-jl3lj7yh 113 16 weights weight NNS cord-026948-jl3lj7yh 113 17 to to IN cord-026948-jl3lj7yh 113 18 the the DT cord-026948-jl3lj7yh 113 19 most most RBS cord-026948-jl3lj7yh 113 20 highly highly RB cord-026948-jl3lj7yh 113 21 weighted weighted JJ cord-026948-jl3lj7yh 113 22 posts post NNS cord-026948-jl3lj7yh 113 23 in in IN cord-026948-jl3lj7yh 113 24 users user NNS cord-026948-jl3lj7yh 113 25 detected detect VBN cord-026948-jl3lj7yh 113 26 as as RB cord-026948-jl3lj7yh 113 27 anorexic anorexic JJ cord-026948-jl3lj7yh 113 28 , , , cord-026948-jl3lj7yh 113 29 compared compare VBN cord-026948-jl3lj7yh 113 30 to to IN cord-026948-jl3lj7yh 113 31 users user NNS cord-026948-jl3lj7yh 113 32 detected detect VBN cord-026948-jl3lj7yh 113 33 as as IN cord-026948-jl3lj7yh 113 34 non non JJ cord-026948-jl3lj7yh 113 35 - - JJ cord-026948-jl3lj7yh 113 36 anorexic anorexic JJ cord-026948-jl3lj7yh 113 37 . . . cord-026948-jl3lj7yh 114 1 The the DT cord-026948-jl3lj7yh 114 2 value value NN cord-026948-jl3lj7yh 114 3 of of IN cord-026948-jl3lj7yh 114 4 this this DT cord-026948-jl3lj7yh 114 5 ratio ratio NN cord-026948-jl3lj7yh 114 6 drops drop VBZ cord-026948-jl3lj7yh 114 7 in in IN cord-026948-jl3lj7yh 114 8 the the DT cord-026948-jl3lj7yh 114 9 lower lower RBR cord-026948-jl3lj7yh 114 10 - - HYPH cord-026948-jl3lj7yh 114 11 ranked rank VBN cord-026948-jl3lj7yh 114 12 posts post NNS cord-026948-jl3lj7yh 114 13 . . . cord-026948-jl3lj7yh 115 1 This this DT cord-026948-jl3lj7yh 115 2 seems seem VBZ cord-026948-jl3lj7yh 115 3 to to TO cord-026948-jl3lj7yh 115 4 indicate indicate VB cord-026948-jl3lj7yh 115 5 that that DT cord-026948-jl3lj7yh 115 6 , , , cord-026948-jl3lj7yh 115 7 generally generally RB cord-026948-jl3lj7yh 115 8 when when WRB cord-026948-jl3lj7yh 115 9 the the DT cord-026948-jl3lj7yh 115 10 attention attention NN cord-026948-jl3lj7yh 115 11 mechanism mechanism NN cord-026948-jl3lj7yh 115 12 assigns assign VBZ cord-026948-jl3lj7yh 115 13 a a DT cord-026948-jl3lj7yh 115 14 high high JJ cord-026948-jl3lj7yh 115 15 weight weight NN cord-026948-jl3lj7yh 115 16 to to IN cord-026948-jl3lj7yh 115 17 a a DT cord-026948-jl3lj7yh 115 18 post post NN cord-026948-jl3lj7yh 115 19 , , , cord-026948-jl3lj7yh 115 20 the the DT cord-026948-jl3lj7yh 115 21 system system NN cord-026948-jl3lj7yh 115 22 is be VBZ cord-026948-jl3lj7yh 115 23 more more RBR cord-026948-jl3lj7yh 115 24 likely likely JJ cord-026948-jl3lj7yh 115 25 to to TO cord-026948-jl3lj7yh 115 26 label label VB cord-026948-jl3lj7yh 115 27 its -PRON- PRP$ cord-026948-jl3lj7yh 115 28 author author NN cord-026948-jl3lj7yh 115 29 as as IN cord-026948-jl3lj7yh 115 30 positive positive JJ cord-026948-jl3lj7yh 115 31 . . . cord-026948-jl3lj7yh 116 1 It -PRON- PRP cord-026948-jl3lj7yh 116 2 is be VBZ cord-026948-jl3lj7yh 116 3 similar similar JJ cord-026948-jl3lj7yh 116 4 to to IN cord-026948-jl3lj7yh 116 5 when when WRB cord-026948-jl3lj7yh 116 6 humans human NNS cord-026948-jl3lj7yh 116 7 observe observe VBP cord-026948-jl3lj7yh 116 8 a a DT cord-026948-jl3lj7yh 116 9 piece piece NN cord-026948-jl3lj7yh 116 10 of of IN cord-026948-jl3lj7yh 116 11 evidence evidence NN cord-026948-jl3lj7yh 116 12 , , , cord-026948-jl3lj7yh 116 13 and and CC cord-026948-jl3lj7yh 116 14 tend tend VB cord-026948-jl3lj7yh 116 15 to to TO cord-026948-jl3lj7yh 116 16 heavily heavily RB cord-026948-jl3lj7yh 116 17 base base VB cord-026948-jl3lj7yh 116 18 their -PRON- PRP$ cord-026948-jl3lj7yh 116 19 decision decision NN cord-026948-jl3lj7yh 116 20 upon upon IN cord-026948-jl3lj7yh 116 21 it -PRON- PRP cord-026948-jl3lj7yh 116 22 . . . cord-026948-jl3lj7yh 117 1 This this DT cord-026948-jl3lj7yh 117 2 also also RB cord-026948-jl3lj7yh 117 3 seems seem VBZ cord-026948-jl3lj7yh 117 4 to to TO cord-026948-jl3lj7yh 117 5 support support VB cord-026948-jl3lj7yh 117 6 the the DT cord-026948-jl3lj7yh 117 7 hypothesis hypothesis NN cord-026948-jl3lj7yh 117 8 that that IN cord-026948-jl3lj7yh 117 9 the the DT cord-026948-jl3lj7yh 117 10 attention attention NN cord-026948-jl3lj7yh 117 11 mechanism mechanism NN cord-026948-jl3lj7yh 117 12 assigns assign VBZ cord-026948-jl3lj7yh 117 13 weights weight NNS cord-026948-jl3lj7yh 117 14 based base VBN cord-026948-jl3lj7yh 117 15 mostly mostly RB cord-026948-jl3lj7yh 117 16 on on IN cord-026948-jl3lj7yh 117 17 how how WRB cord-026948-jl3lj7yh 117 18 signalling signal VBG cord-026948-jl3lj7yh 117 19 their -PRON- PRP$ cord-026948-jl3lj7yh 117 20 authors author NNS cord-026948-jl3lj7yh 117 21 were be VBD cord-026948-jl3lj7yh 117 22 anorexic anorexic JJ cord-026948-jl3lj7yh 117 23 , , , cord-026948-jl3lj7yh 117 24 as as IN cord-026948-jl3lj7yh 117 25 opposed oppose VBN cord-026948-jl3lj7yh 117 26 to to IN cord-026948-jl3lj7yh 117 27 signalling signal VBG cord-026948-jl3lj7yh 117 28 not not RB cord-026948-jl3lj7yh 117 29 having have VBG cord-026948-jl3lj7yh 117 30 anorexia anorexia NN cord-026948-jl3lj7yh 117 31 . . . cord-026948-jl3lj7yh 118 1 As as IN cord-026948-jl3lj7yh 118 2 opposed oppose VBN cord-026948-jl3lj7yh 118 3 to to IN cord-026948-jl3lj7yh 118 4 Jain Jain NNP cord-026948-jl3lj7yh 118 5 and and CC cord-026948-jl3lj7yh 118 6 Wallace Wallace NNP cord-026948-jl3lj7yh 118 7 [ [ -LRB- cord-026948-jl3lj7yh 118 8 9 9 CD cord-026948-jl3lj7yh 118 9 ] ] -RRB- cord-026948-jl3lj7yh 118 10 and and CC cord-026948-jl3lj7yh 118 11 Serrano Serrano NNP cord-026948-jl3lj7yh 118 12 and and CC cord-026948-jl3lj7yh 118 13 Smith Smith NNP cord-026948-jl3lj7yh 118 14 [ [ -LRB- cord-026948-jl3lj7yh 118 15 24 24 CD cord-026948-jl3lj7yh 118 16 ] ] -RRB- cord-026948-jl3lj7yh 118 17 , , , cord-026948-jl3lj7yh 118 18 who who WP cord-026948-jl3lj7yh 118 19 reported report VBD cord-026948-jl3lj7yh 118 20 that that DT cord-026948-jl3lj7yh 118 21 attention attention NN cord-026948-jl3lj7yh 118 22 is be VBZ cord-026948-jl3lj7yh 118 23 not not RB cord-026948-jl3lj7yh 118 24 a a DT cord-026948-jl3lj7yh 118 25 means means NN cord-026948-jl3lj7yh 118 26 to to IN cord-026948-jl3lj7yh 118 27 explainability explainability NN cord-026948-jl3lj7yh 118 28 , , , cord-026948-jl3lj7yh 118 29 our -PRON- PRP$ cord-026948-jl3lj7yh 118 30 findings finding NNS cord-026948-jl3lj7yh 118 31 are be VBP cord-026948-jl3lj7yh 118 32 generally generally RB cord-026948-jl3lj7yh 118 33 in in IN cord-026948-jl3lj7yh 118 34 favor favor NN cord-026948-jl3lj7yh 118 35 of of IN cord-026948-jl3lj7yh 118 36 explainability explainability NN cord-026948-jl3lj7yh 118 37 in in IN cord-026948-jl3lj7yh 118 38 the the DT cord-026948-jl3lj7yh 118 39 user user NN cord-026948-jl3lj7yh 118 40 - - HYPH cord-026948-jl3lj7yh 118 41 level level NN cord-026948-jl3lj7yh 118 42 attention attention NN cord-026948-jl3lj7yh 118 43 mechanism mechanism NN cord-026948-jl3lj7yh 118 44 . . . cord-026948-jl3lj7yh 119 1 This this DT cord-026948-jl3lj7yh 119 2 may may MD cord-026948-jl3lj7yh 119 3 be be VB cord-026948-jl3lj7yh 119 4 due due JJ cord-026948-jl3lj7yh 119 5 to to IN cord-026948-jl3lj7yh 119 6 the the DT cord-026948-jl3lj7yh 119 7 following follow VBG cord-026948-jl3lj7yh 119 8 two two CD cord-026948-jl3lj7yh 119 9 reasons reason NNS cord-026948-jl3lj7yh 119 10 : : : cord-026948-jl3lj7yh 119 11 1 1 LS cord-026948-jl3lj7yh 119 12 . . . cord-026948-jl3lj7yh 120 1 The the DT cord-026948-jl3lj7yh 120 2 approach approach NN cord-026948-jl3lj7yh 120 3 by by IN cord-026948-jl3lj7yh 120 4 Jain Jain NNP cord-026948-jl3lj7yh 120 5 and and CC cord-026948-jl3lj7yh 120 6 Wallace Wallace NNP cord-026948-jl3lj7yh 120 7 [ [ -LRB- cord-026948-jl3lj7yh 120 8 9 9 CD cord-026948-jl3lj7yh 120 9 ] ] -RRB- cord-026948-jl3lj7yh 120 10 was be VBD cord-026948-jl3lj7yh 120 11 only only RB cord-026948-jl3lj7yh 120 12 focused focus VBN cord-026948-jl3lj7yh 120 13 explainability explainability NN cord-026948-jl3lj7yh 120 14 of of IN cord-026948-jl3lj7yh 120 15 attention attention NN cord-026948-jl3lj7yh 120 16 mechanism mechanism NN cord-026948-jl3lj7yh 120 17 , , , cord-026948-jl3lj7yh 120 18 when when WRB cord-026948-jl3lj7yh 120 19 applied apply VBN cord-026948-jl3lj7yh 120 20 on on IN cord-026948-jl3lj7yh 120 21 the the DT cord-026948-jl3lj7yh 120 22 output output NN cord-026948-jl3lj7yh 120 23 of of IN cord-026948-jl3lj7yh 120 24 a a DT cord-026948-jl3lj7yh 120 25 recurrent recurrent JJ cord-026948-jl3lj7yh 120 26 encoder encoder NN cord-026948-jl3lj7yh 120 27 . . . cord-026948-jl3lj7yh 121 1 We -PRON- PRP cord-026948-jl3lj7yh 121 2 argue argue VBP cord-026948-jl3lj7yh 121 3 that that IN cord-026948-jl3lj7yh 121 4 , , , cord-026948-jl3lj7yh 121 5 in in IN cord-026948-jl3lj7yh 121 6 such such PDT cord-026948-jl3lj7yh 121 7 a a DT cord-026948-jl3lj7yh 121 8 case case NN cord-026948-jl3lj7yh 121 9 , , , cord-026948-jl3lj7yh 121 10 each each DT cord-026948-jl3lj7yh 121 11 sample sample NN cord-026948-jl3lj7yh 121 12 ( ( -LRB- cord-026948-jl3lj7yh 121 13 contextual contextual JJ cord-026948-jl3lj7yh 121 14 word word NN cord-026948-jl3lj7yh 121 15 representation representation NN cord-026948-jl3lj7yh 121 16 , , , cord-026948-jl3lj7yh 121 17 in in IN cord-026948-jl3lj7yh 121 18 their -PRON- PRP$ cord-026948-jl3lj7yh 121 19 case case NN cord-026948-jl3lj7yh 121 20 ) ) -RRB- cord-026948-jl3lj7yh 121 21 already already RB cord-026948-jl3lj7yh 121 22 has have VBZ cord-026948-jl3lj7yh 121 23 part part NN cord-026948-jl3lj7yh 121 24 of of IN cord-026948-jl3lj7yh 121 25 the the DT cord-026948-jl3lj7yh 121 26 information information NN cord-026948-jl3lj7yh 121 27 from from IN cord-026948-jl3lj7yh 121 28 the the DT cord-026948-jl3lj7yh 121 29 other other JJ cord-026948-jl3lj7yh 121 30 samples sample NNS cord-026948-jl3lj7yh 121 31 in in IN cord-026948-jl3lj7yh 121 32 the the DT cord-026948-jl3lj7yh 121 33 context context NN cord-026948-jl3lj7yh 121 34 . . . cord-026948-jl3lj7yh 122 1 As as IN cord-026948-jl3lj7yh 122 2 a a DT cord-026948-jl3lj7yh 122 3 result result NN cord-026948-jl3lj7yh 122 4 , , , cord-026948-jl3lj7yh 122 5 finding find VBG cord-026948-jl3lj7yh 122 6 the the DT cord-026948-jl3lj7yh 122 7 source source NN cord-026948-jl3lj7yh 122 8 of of IN cord-026948-jl3lj7yh 122 9 information information NN cord-026948-jl3lj7yh 122 10 is be VBZ cord-026948-jl3lj7yh 122 11 difficult difficult JJ cord-026948-jl3lj7yh 122 12 in in IN cord-026948-jl3lj7yh 122 13 such such PDT cord-026948-jl3lj7yh 122 14 a a DT cord-026948-jl3lj7yh 122 15 case case NN cord-026948-jl3lj7yh 122 16 . . . cord-026948-jl3lj7yh 123 1 Serrano Serrano NNP cord-026948-jl3lj7yh 123 2 and and CC cord-026948-jl3lj7yh 123 3 Smith Smith NNP cord-026948-jl3lj7yh 123 4 [ [ -LRB- cord-026948-jl3lj7yh 123 5 24 24 CD cord-026948-jl3lj7yh 123 6 ] ] -RRB- cord-026948-jl3lj7yh 123 7 also also RB cord-026948-jl3lj7yh 123 8 with with IN cord-026948-jl3lj7yh 123 9 using use VBG cord-026948-jl3lj7yh 123 10 attention attention NN cord-026948-jl3lj7yh 123 11 over over IN cord-026948-jl3lj7yh 123 12 non non JJ cord-026948-jl3lj7yh 123 13 - - JJ cord-026948-jl3lj7yh 123 14 encoded encode VBN cord-026948-jl3lj7yh 123 15 samples sample NNS cord-026948-jl3lj7yh 123 16 , , , cord-026948-jl3lj7yh 123 17 and and CC cord-026948-jl3lj7yh 123 18 they -PRON- PRP cord-026948-jl3lj7yh 123 19 showed show VBD cord-026948-jl3lj7yh 123 20 that that IN cord-026948-jl3lj7yh 123 21 the the DT cord-026948-jl3lj7yh 123 22 level level NN cord-026948-jl3lj7yh 123 23 of of IN cord-026948-jl3lj7yh 123 24 explainability explainability NN cord-026948-jl3lj7yh 123 25 in in IN cord-026948-jl3lj7yh 123 26 this this DT cord-026948-jl3lj7yh 123 27 case case NN cord-026948-jl3lj7yh 123 28 is be VBZ cord-026948-jl3lj7yh 123 29 significantly significantly RB cord-026948-jl3lj7yh 123 30 higher high JJR cord-026948-jl3lj7yh 123 31 than than IN cord-026948-jl3lj7yh 123 32 when when WRB cord-026948-jl3lj7yh 123 33 the the DT cord-026948-jl3lj7yh 123 34 input input NN cord-026948-jl3lj7yh 123 35 to to IN cord-026948-jl3lj7yh 123 36 the the DT cord-026948-jl3lj7yh 123 37 attention attention NN cord-026948-jl3lj7yh 123 38 is be VBZ cord-026948-jl3lj7yh 123 39 encoded encode VBN cord-026948-jl3lj7yh 123 40 ( ( -LRB- cord-026948-jl3lj7yh 123 41 using use VBG cord-026948-jl3lj7yh 123 42 an an DT cord-026948-jl3lj7yh 123 43 RNN RNN NNP cord-026948-jl3lj7yh 123 44 or or CC cord-026948-jl3lj7yh 123 45 CNN CNN NNP cord-026948-jl3lj7yh 123 46 ) ) -RRB- cord-026948-jl3lj7yh 123 47 . . . cord-026948-jl3lj7yh 124 1 However however RB cord-026948-jl3lj7yh 124 2 , , , cord-026948-jl3lj7yh 124 3 they -PRON- PRP cord-026948-jl3lj7yh 124 4 mainly mainly RB cord-026948-jl3lj7yh 124 5 focused focus VBD cord-026948-jl3lj7yh 124 6 their -PRON- PRP$ cord-026948-jl3lj7yh 124 7 report report NN cord-026948-jl3lj7yh 124 8 on on IN cord-026948-jl3lj7yh 124 9 the the DT cord-026948-jl3lj7yh 124 10 cases case NNS cord-026948-jl3lj7yh 124 11 where where WRB cord-026948-jl3lj7yh 124 12 the the DT cord-026948-jl3lj7yh 124 13 attention attention NN cord-026948-jl3lj7yh 124 14 input input NN cord-026948-jl3lj7yh 124 15 is be VBZ cord-026948-jl3lj7yh 124 16 encoded encode VBN cord-026948-jl3lj7yh 124 17 . . . cord-026948-jl3lj7yh 125 1 Our -PRON- PRP$ cord-026948-jl3lj7yh 125 2 work work NN cord-026948-jl3lj7yh 125 3 was be VBD cord-026948-jl3lj7yh 125 4 fully fully RB cord-026948-jl3lj7yh 125 5 focused focus VBN cord-026948-jl3lj7yh 125 6 on on IN cord-026948-jl3lj7yh 125 7 non non JJ cord-026948-jl3lj7yh 125 8 - - JJ cord-026948-jl3lj7yh 125 9 encoded encoded JJ cord-026948-jl3lj7yh 125 10 attention attention NN cord-026948-jl3lj7yh 125 11 inputs input NNS cord-026948-jl3lj7yh 125 12 . . . cord-026948-jl3lj7yh 126 1 2 2 LS cord-026948-jl3lj7yh 126 2 . . . cord-026948-jl3lj7yh 127 1 The the DT cord-026948-jl3lj7yh 127 2 difference difference NN cord-026948-jl3lj7yh 127 3 in in IN cord-026948-jl3lj7yh 127 4 the the DT cord-026948-jl3lj7yh 127 5 nature nature NN cord-026948-jl3lj7yh 127 6 of of IN cord-026948-jl3lj7yh 127 7 the the DT cord-026948-jl3lj7yh 127 8 task task NN cord-026948-jl3lj7yh 127 9 we -PRON- PRP cord-026948-jl3lj7yh 127 10 are be VBP cord-026948-jl3lj7yh 127 11 performing perform VBG cord-026948-jl3lj7yh 127 12 is be VBZ cord-026948-jl3lj7yh 127 13 generally generally RB cord-026948-jl3lj7yh 127 14 different different JJ cord-026948-jl3lj7yh 127 15 from from IN cord-026948-jl3lj7yh 127 16 Jain Jain NNP cord-026948-jl3lj7yh 127 17 and and CC cord-026948-jl3lj7yh 127 18 Wallace Wallace NNP cord-026948-jl3lj7yh 127 19 [ [ -LRB- cord-026948-jl3lj7yh 127 20 9 9 CD cord-026948-jl3lj7yh 127 21 ] ] -RRB- cord-026948-jl3lj7yh 127 22 and and CC cord-026948-jl3lj7yh 127 23 Serrano Serrano NNP cord-026948-jl3lj7yh 127 24 and and CC cord-026948-jl3lj7yh 127 25 Smith Smith NNP cord-026948-jl3lj7yh 127 26 [ [ -LRB- cord-026948-jl3lj7yh 127 27 24 24 CD cord-026948-jl3lj7yh 127 28 ] ] -RRB- cord-026948-jl3lj7yh 127 29 , , , cord-026948-jl3lj7yh 127 30 as as IN cord-026948-jl3lj7yh 127 31 our -PRON- PRP$ cord-026948-jl3lj7yh 127 32 approach approach NN cord-026948-jl3lj7yh 127 33 focuses focus VBZ cord-026948-jl3lj7yh 127 34 on on IN cord-026948-jl3lj7yh 127 35 the the DT cord-026948-jl3lj7yh 127 36 user user NN cord-026948-jl3lj7yh 127 37 - - HYPH cord-026948-jl3lj7yh 127 38 level level NN cord-026948-jl3lj7yh 127 39 ( ( -LRB- cord-026948-jl3lj7yh 127 40 inter inter JJ cord-026948-jl3lj7yh 127 41 - - JJ cord-026948-jl3lj7yh 127 42 document document JJ cord-026948-jl3lj7yh 127 43 ) ) -RRB- cord-026948-jl3lj7yh 127 44 attention attention NN cord-026948-jl3lj7yh 127 45 mechanism mechanism NN cord-026948-jl3lj7yh 127 46 , , , cord-026948-jl3lj7yh 127 47 while while IN cord-026948-jl3lj7yh 127 48 their -PRON- PRP$ cord-026948-jl3lj7yh 127 49 experiments experiment NNS cord-026948-jl3lj7yh 127 50 were be VBD cord-026948-jl3lj7yh 127 51 focused focus VBN cord-026948-jl3lj7yh 127 52 on on IN cord-026948-jl3lj7yh 127 53 intra intra JJ cord-026948-jl3lj7yh 127 54 - - JJ cord-026948-jl3lj7yh 127 55 document document JJ cord-026948-jl3lj7yh 127 56 attention attention NN cord-026948-jl3lj7yh 127 57 . . . cord-026948-jl3lj7yh 128 1 In in IN cord-026948-jl3lj7yh 128 2 a a DT cord-026948-jl3lj7yh 128 3 task task NN cord-026948-jl3lj7yh 128 4 involving involve VBG cord-026948-jl3lj7yh 128 5 the the DT cord-026948-jl3lj7yh 128 6 detection detection NN cord-026948-jl3lj7yh 128 7 of of IN cord-026948-jl3lj7yh 128 8 a a DT cord-026948-jl3lj7yh 128 9 mental mental JJ cord-026948-jl3lj7yh 128 10 health health NN cord-026948-jl3lj7yh 128 11 problem problem NN cord-026948-jl3lj7yh 128 12 , , , cord-026948-jl3lj7yh 128 13 such such JJ cord-026948-jl3lj7yh 128 14 as as IN cord-026948-jl3lj7yh 128 15 anorexia anorexia NN cord-026948-jl3lj7yh 128 16 , , , cord-026948-jl3lj7yh 128 17 the the DT cord-026948-jl3lj7yh 128 18 number number NN cord-026948-jl3lj7yh 128 19 relevant relevant JJ cord-026948-jl3lj7yh 128 20 and and CC cord-026948-jl3lj7yh 128 21 informative informative JJ cord-026948-jl3lj7yh 128 22 posts post NNS cord-026948-jl3lj7yh 128 23 is be VBZ cord-026948-jl3lj7yh 128 24 quite quite RB cord-026948-jl3lj7yh 128 25 rare rare JJ cord-026948-jl3lj7yh 128 26 [ [ -LRB- cord-026948-jl3lj7yh 128 27 14 14 CD cord-026948-jl3lj7yh 128 28 ] ] -RRB- cord-026948-jl3lj7yh 129 1 [ [ -LRB- cord-026948-jl3lj7yh 129 2 15 15 CD cord-026948-jl3lj7yh 129 3 ] ] -RRB- cord-026948-jl3lj7yh 129 4 [ [ -LRB- cord-026948-jl3lj7yh 129 5 16 16 CD cord-026948-jl3lj7yh 129 6 ] ] -RRB- cord-026948-jl3lj7yh 129 7 [ [ -LRB- cord-026948-jl3lj7yh 129 8 17 17 CD cord-026948-jl3lj7yh 129 9 ] ] -RRB- cord-026948-jl3lj7yh 129 10 , , , cord-026948-jl3lj7yh 129 11 while while IN cord-026948-jl3lj7yh 129 12 even even RB cord-026948-jl3lj7yh 129 13 in in IN cord-026948-jl3lj7yh 129 14 a a DT cord-026948-jl3lj7yh 129 15 similar similar JJ cord-026948-jl3lj7yh 129 16 task task NN cord-026948-jl3lj7yh 129 17 , , , cord-026948-jl3lj7yh 129 18 there there EX cord-026948-jl3lj7yh 129 19 may may MD cord-026948-jl3lj7yh 129 20 be be VB cord-026948-jl3lj7yh 129 21 several several JJ cord-026948-jl3lj7yh 129 22 ways way NNS cord-026948-jl3lj7yh 129 23 of of IN cord-026948-jl3lj7yh 129 24 inferring infer VBG cord-026948-jl3lj7yh 129 25 information information NN cord-026948-jl3lj7yh 129 26 from from IN cord-026948-jl3lj7yh 129 27 a a DT cord-026948-jl3lj7yh 129 28 particular particular JJ cord-026948-jl3lj7yh 129 29 document document NN cord-026948-jl3lj7yh 129 30 . . . cord-026948-jl3lj7yh 130 1 Finally finally RB cord-026948-jl3lj7yh 130 2 , , , cord-026948-jl3lj7yh 130 3 in in IN cord-026948-jl3lj7yh 130 4 order order NN cord-026948-jl3lj7yh 130 5 to to TO cord-026948-jl3lj7yh 130 6 achieve achieve VB cord-026948-jl3lj7yh 130 7 stronger strong JJR cord-026948-jl3lj7yh 130 8 evidence evidence NN cord-026948-jl3lj7yh 130 9 that that IN cord-026948-jl3lj7yh 130 10 an an DT cord-026948-jl3lj7yh 130 11 inter inter JJ cord-026948-jl3lj7yh 130 12 - - JJ cord-026948-jl3lj7yh 130 13 document document JJ cord-026948-jl3lj7yh 130 14 attention attention NN cord-026948-jl3lj7yh 130 15 is be VBZ cord-026948-jl3lj7yh 130 16 explainable explainable JJ cord-026948-jl3lj7yh 130 17 , , , cord-026948-jl3lj7yh 130 18 we -PRON- PRP cord-026948-jl3lj7yh 130 19 believe believe VBP cord-026948-jl3lj7yh 130 20 that that IN cord-026948-jl3lj7yh 130 21 our -PRON- PRP$ cord-026948-jl3lj7yh 130 22 approach approach NN cord-026948-jl3lj7yh 130 23 would would MD cord-026948-jl3lj7yh 130 24 benefit benefit VB cord-026948-jl3lj7yh 130 25 from from IN cord-026948-jl3lj7yh 130 26 being be VBG cord-026948-jl3lj7yh 130 27 used use VBN cord-026948-jl3lj7yh 130 28 in in IN cord-026948-jl3lj7yh 130 29 conjunction conjunction NN cord-026948-jl3lj7yh 130 30 with with IN cord-026948-jl3lj7yh 130 31 the the DT cord-026948-jl3lj7yh 130 32 experiments experiment NNS cord-026948-jl3lj7yh 130 33 proposed propose VBN cord-026948-jl3lj7yh 130 34 by by IN cord-026948-jl3lj7yh 130 35 Jain Jain NNP cord-026948-jl3lj7yh 130 36 and and CC cord-026948-jl3lj7yh 130 37 Wallace Wallace NNP cord-026948-jl3lj7yh 130 38 [ [ -LRB- cord-026948-jl3lj7yh 130 39 9 9 CD cord-026948-jl3lj7yh 130 40 ] ] -RRB- cord-026948-jl3lj7yh 130 41 and and CC cord-026948-jl3lj7yh 130 42 Serrano Serrano NNP cord-026948-jl3lj7yh 130 43 and and CC cord-026948-jl3lj7yh 130 44 Smith Smith NNP cord-026948-jl3lj7yh 130 45 [ [ -LRB- cord-026948-jl3lj7yh 130 46 24 24 CD cord-026948-jl3lj7yh 130 47 ] ] -RRB- cord-026948-jl3lj7yh 130 48 , , , cord-026948-jl3lj7yh 130 49 as as IN cord-026948-jl3lj7yh 130 50 their -PRON- PRP$ cord-026948-jl3lj7yh 130 51 experiments experiment NNS cord-026948-jl3lj7yh 130 52 can can MD cord-026948-jl3lj7yh 130 53 also also RB cord-026948-jl3lj7yh 130 54 be be VB cord-026948-jl3lj7yh 130 55 applied apply VBN cord-026948-jl3lj7yh 130 56 to to IN cord-026948-jl3lj7yh 130 57 the the DT cord-026948-jl3lj7yh 130 58 inter inter JJ cord-026948-jl3lj7yh 130 59 - - JJ cord-026948-jl3lj7yh 130 60 document document JJ cord-026948-jl3lj7yh 130 61 attention attention NN cord-026948-jl3lj7yh 130 62 mechanism mechanism NN cord-026948-jl3lj7yh 130 63 . . . cord-026948-jl3lj7yh 131 1 In in IN cord-026948-jl3lj7yh 131 2 this this DT cord-026948-jl3lj7yh 131 3 work work NN cord-026948-jl3lj7yh 131 4 , , , cord-026948-jl3lj7yh 131 5 we -PRON- PRP cord-026948-jl3lj7yh 131 6 proposed propose VBD cord-026948-jl3lj7yh 131 7 a a DT cord-026948-jl3lj7yh 131 8 quantitative quantitative JJ cord-026948-jl3lj7yh 131 9 approach approach NN cord-026948-jl3lj7yh 131 10 to to TO cord-026948-jl3lj7yh 131 11 validate validate VB cord-026948-jl3lj7yh 131 12 the the DT cord-026948-jl3lj7yh 131 13 explainability explainability NN cord-026948-jl3lj7yh 131 14 of of IN cord-026948-jl3lj7yh 131 15 the the DT cord-026948-jl3lj7yh 131 16 user user NN cord-026948-jl3lj7yh 131 17 - - HYPH cord-026948-jl3lj7yh 131 18 level level NN cord-026948-jl3lj7yh 131 19 attention attention NN cord-026948-jl3lj7yh 131 20 mechanism mechanism NN cord-026948-jl3lj7yh 131 21 for for IN cord-026948-jl3lj7yh 131 22 the the DT cord-026948-jl3lj7yh 131 23 task task NN cord-026948-jl3lj7yh 131 24 of of IN cord-026948-jl3lj7yh 131 25 the the DT cord-026948-jl3lj7yh 131 26 detection detection NN cord-026948-jl3lj7yh 131 27 of of IN cord-026948-jl3lj7yh 131 28 anorexia anorexia NN cord-026948-jl3lj7yh 131 29 in in IN cord-026948-jl3lj7yh 131 30 social social JJ cord-026948-jl3lj7yh 131 31 media medium NNS cord-026948-jl3lj7yh 131 32 users user NNS cord-026948-jl3lj7yh 131 33 based base VBN cord-026948-jl3lj7yh 131 34 on on IN cord-026948-jl3lj7yh 131 35 their -PRON- PRP$ cord-026948-jl3lj7yh 131 36 online online JJ cord-026948-jl3lj7yh 131 37 posts post NNS cord-026948-jl3lj7yh 131 38 . . . cord-026948-jl3lj7yh 132 1 Our -PRON- PRP$ cord-026948-jl3lj7yh 132 2 results result NNS cord-026948-jl3lj7yh 132 3 show show VBP cord-026948-jl3lj7yh 132 4 that that IN cord-026948-jl3lj7yh 132 5 , , , cord-026948-jl3lj7yh 132 6 the the DT cord-026948-jl3lj7yh 132 7 user user NN cord-026948-jl3lj7yh 132 8 - - HYPH cord-026948-jl3lj7yh 132 9 level level NN cord-026948-jl3lj7yh 132 10 attention attention NN cord-026948-jl3lj7yh 132 11 mechanism mechanism NN cord-026948-jl3lj7yh 132 12 has have VBZ cord-026948-jl3lj7yh 132 13 assigned assign VBN cord-026948-jl3lj7yh 132 14 higher high JJR cord-026948-jl3lj7yh 132 15 weights weight NNS cord-026948-jl3lj7yh 132 16 to to IN cord-026948-jl3lj7yh 132 17 the the DT cord-026948-jl3lj7yh 132 18 posts post NNS cord-026948-jl3lj7yh 132 19 from from IN cord-026948-jl3lj7yh 132 20 a a DT cord-026948-jl3lj7yh 132 21 user user NN cord-026948-jl3lj7yh 132 22 based base VBN cord-026948-jl3lj7yh 132 23 on on IN cord-026948-jl3lj7yh 132 24 how how WRB cord-026948-jl3lj7yh 132 25 much much JJ cord-026948-jl3lj7yh 132 26 they -PRON- PRP cord-026948-jl3lj7yh 132 27 were be VBD cord-026948-jl3lj7yh 132 28 signalling signal VBG cord-026948-jl3lj7yh 132 29 the the DT cord-026948-jl3lj7yh 132 30 user user NN cord-026948-jl3lj7yh 132 31 is be VBZ cord-026948-jl3lj7yh 132 32 at at IN cord-026948-jl3lj7yh 132 33 risk risk NN cord-026948-jl3lj7yh 132 34 of of IN cord-026948-jl3lj7yh 132 35 anorexia anorexia NN cord-026948-jl3lj7yh 132 36 . . . cord-026948-jl3lj7yh 133 1 Two two CD cord-026948-jl3lj7yh 133 2 directions direction NNS cord-026948-jl3lj7yh 133 3 for for IN cord-026948-jl3lj7yh 133 4 the the DT cord-026948-jl3lj7yh 133 5 future future JJ cord-026948-jl3lj7yh 133 6 work work NN cord-026948-jl3lj7yh 133 7 can can MD cord-026948-jl3lj7yh 133 8 be be VB cord-026948-jl3lj7yh 133 9 proposed propose VBN cord-026948-jl3lj7yh 133 10 : : : cord-026948-jl3lj7yh 133 11 As as IN cord-026948-jl3lj7yh 133 12 indicated indicate VBN cord-026948-jl3lj7yh 133 13 in in IN cord-026948-jl3lj7yh 133 14 Sect Sect NNP cord-026948-jl3lj7yh 133 15 . . . cord-026948-jl3lj7yh 134 1 5 5 LS cord-026948-jl3lj7yh 134 2 , , , cord-026948-jl3lj7yh 134 3 the the DT cord-026948-jl3lj7yh 134 4 first first JJ cord-026948-jl3lj7yh 134 5 direction direction NN cord-026948-jl3lj7yh 134 6 is be VBZ cord-026948-jl3lj7yh 134 7 to to TO cord-026948-jl3lj7yh 134 8 complement complement VB cord-026948-jl3lj7yh 134 9 the the DT cord-026948-jl3lj7yh 134 10 current current JJ cord-026948-jl3lj7yh 134 11 experiments experiment NNS cord-026948-jl3lj7yh 134 12 with with IN cord-026948-jl3lj7yh 134 13 the the DT cord-026948-jl3lj7yh 134 14 ones one NNS cord-026948-jl3lj7yh 134 15 proposed propose VBN cord-026948-jl3lj7yh 134 16 by by IN cord-026948-jl3lj7yh 134 17 Jain Jain NNP cord-026948-jl3lj7yh 134 18 and and CC cord-026948-jl3lj7yh 134 19 Wallace Wallace NNP cord-026948-jl3lj7yh 134 20 [ [ -LRB- cord-026948-jl3lj7yh 134 21 9 9 CD cord-026948-jl3lj7yh 134 22 ] ] -RRB- cord-026948-jl3lj7yh 134 23 and and CC cord-026948-jl3lj7yh 134 24 Serrano Serrano NNP cord-026948-jl3lj7yh 134 25 and and CC cord-026948-jl3lj7yh 134 26 Smith Smith NNP cord-026948-jl3lj7yh 134 27 [ [ -LRB- cord-026948-jl3lj7yh 134 28 24 24 CD cord-026948-jl3lj7yh 134 29 ] ] -RRB- cord-026948-jl3lj7yh 134 30 , , , cord-026948-jl3lj7yh 134 31 in in IN cord-026948-jl3lj7yh 134 32 order order NN cord-026948-jl3lj7yh 134 33 to to TO cord-026948-jl3lj7yh 134 34 see see VB cord-026948-jl3lj7yh 134 35 if if IN cord-026948-jl3lj7yh 134 36 the the DT cord-026948-jl3lj7yh 134 37 findings finding NNS cord-026948-jl3lj7yh 134 38 from from IN cord-026948-jl3lj7yh 134 39 the the DT cord-026948-jl3lj7yh 134 40 current current JJ cord-026948-jl3lj7yh 134 41 experiments experiment NNS cord-026948-jl3lj7yh 134 42 are be VBP cord-026948-jl3lj7yh 134 43 in in IN cord-026948-jl3lj7yh 134 44 line line NN cord-026948-jl3lj7yh 134 45 with with IN cord-026948-jl3lj7yh 134 46 theirs -PRON- PRP cord-026948-jl3lj7yh 134 47 . . . cord-026948-jl3lj7yh 135 1 The the DT cord-026948-jl3lj7yh 135 2 second second JJ cord-026948-jl3lj7yh 135 3 direction direction NN cord-026948-jl3lj7yh 135 4 is be VBZ cord-026948-jl3lj7yh 135 5 to to TO cord-026948-jl3lj7yh 135 6 expand expand VB cord-026948-jl3lj7yh 135 7 the the DT cord-026948-jl3lj7yh 135 8 current current JJ cord-026948-jl3lj7yh 135 9 set set NN cord-026948-jl3lj7yh 135 10 of of IN cord-026948-jl3lj7yh 135 11 experiments experiment NNS cord-026948-jl3lj7yh 135 12 to to IN cord-026948-jl3lj7yh 135 13 other other JJ cord-026948-jl3lj7yh 135 14 mental mental JJ cord-026948-jl3lj7yh 135 15 health health NN cord-026948-jl3lj7yh 135 16 binary binary JJ cord-026948-jl3lj7yh 135 17 classification classification NN cord-026948-jl3lj7yh 135 18 tasks task NNS cord-026948-jl3lj7yh 135 19 ( ( -LRB- cord-026948-jl3lj7yh 135 20 such such JJ cord-026948-jl3lj7yh 135 21 as as IN cord-026948-jl3lj7yh 135 22 detection detection NN cord-026948-jl3lj7yh 135 23 of of IN cord-026948-jl3lj7yh 135 24 depression depression NN cord-026948-jl3lj7yh 135 25 , , , cord-026948-jl3lj7yh 135 26 PTSD PTSD NNP cord-026948-jl3lj7yh 135 27 , , , cord-026948-jl3lj7yh 135 28 or or CC cord-026948-jl3lj7yh 135 29 suicide suicide NN cord-026948-jl3lj7yh 135 30 risk risk NN cord-026948-jl3lj7yh 135 31 ) ) -RRB- cord-026948-jl3lj7yh 135 32 , , , cord-026948-jl3lj7yh 135 33 and and CC cord-026948-jl3lj7yh 135 34 later later RB cord-026948-jl3lj7yh 135 35 to to IN cord-026948-jl3lj7yh 135 36 multi multi JJ cord-026948-jl3lj7yh 135 37 - - JJ cord-026948-jl3lj7yh 135 38 class class JJ cord-026948-jl3lj7yh 135 39 or or CC cord-026948-jl3lj7yh 135 40 multi multi JJ cord-026948-jl3lj7yh 135 41 - - JJ cord-026948-jl3lj7yh 135 42 label label JJ cord-026948-jl3lj7yh 135 43 classification classification NN cord-026948-jl3lj7yh 135 44 tasks task NNS cord-026948-jl3lj7yh 135 45 in in IN cord-026948-jl3lj7yh 135 46 the the DT cord-026948-jl3lj7yh 135 47 field field NN cord-026948-jl3lj7yh 135 48 of of IN cord-026948-jl3lj7yh 135 49 NLP NLP NNP cord-026948-jl3lj7yh 135 50 for for IN cord-026948-jl3lj7yh 135 51 clinical clinical JJ cord-026948-jl3lj7yh 135 52 psychology psychology NN cord-026948-jl3lj7yh 135 53 . . . cord-026948-jl3lj7yh 136 1 Neural neural JJ cord-026948-jl3lj7yh 136 2 machine machine NN cord-026948-jl3lj7yh 136 3 translation translation NN cord-026948-jl3lj7yh 136 4 by by IN cord-026948-jl3lj7yh 136 5 jointly jointly RB cord-026948-jl3lj7yh 136 6 learning learn VBG cord-026948-jl3lj7yh 136 7 to to TO cord-026948-jl3lj7yh 136 8 align align VB cord-026948-jl3lj7yh 136 9 and and CC cord-026948-jl3lj7yh 136 10 translate translate VB cord-026948-jl3lj7yh 136 11 One one CD cord-026948-jl3lj7yh 136 12 billion billion CD cord-026948-jl3lj7yh 136 13 word word NN cord-026948-jl3lj7yh 136 14 benchmark benchmark NN cord-026948-jl3lj7yh 136 15 for for IN cord-026948-jl3lj7yh 136 16 measuring measure VBG cord-026948-jl3lj7yh 136 17 progress progress NN cord-026948-jl3lj7yh 136 18 in in IN cord-026948-jl3lj7yh 136 19 statistical statistical JJ cord-026948-jl3lj7yh 136 20 language language NN cord-026948-jl3lj7yh 136 21 modeling modeling NN cord-026948-jl3lj7yh 136 22 Quantifying quantify VBG cord-026948-jl3lj7yh 136 23 mental mental JJ cord-026948-jl3lj7yh 136 24 health health NN cord-026948-jl3lj7yh 136 25 signals signal NNS cord-026948-jl3lj7yh 136 26 in in IN cord-026948-jl3lj7yh 136 27 Twitter Twitter NNP cord-026948-jl3lj7yh 136 28 Deep Deep NNP cord-026948-jl3lj7yh 136 29 learning learn VBG cord-026948-jl3lj7yh 136 30 in in IN cord-026948-jl3lj7yh 136 31 social social JJ cord-026948-jl3lj7yh 136 32 computing computing NN cord-026948-jl3lj7yh 136 33 BERT BERT NNP cord-026948-jl3lj7yh 136 34 : : : cord-026948-jl3lj7yh 136 35 pre pre JJ cord-026948-jl3lj7yh 136 36 - - JJ cord-026948-jl3lj7yh 136 37 training training NN cord-026948-jl3lj7yh 136 38 of of IN cord-026948-jl3lj7yh 136 39 deep deep JJ cord-026948-jl3lj7yh 136 40 bidirectional bidirectional JJ cord-026948-jl3lj7yh 136 41 transformers transformer NNS cord-026948-jl3lj7yh 136 42 for for IN cord-026948-jl3lj7yh 136 43 language language NN cord-026948-jl3lj7yh 136 44 understanding understanding NN cord-026948-jl3lj7yh 136 45 Interpreting interpret VBG cord-026948-jl3lj7yh 136 46 recurrent recurrent JJ cord-026948-jl3lj7yh 136 47 and and CC cord-026948-jl3lj7yh 136 48 attention attention NN cord-026948-jl3lj7yh 136 49 - - HYPH cord-026948-jl3lj7yh 136 50 based base VBN cord-026948-jl3lj7yh 136 51 neural neural JJ cord-026948-jl3lj7yh 136 52 models model NNS cord-026948-jl3lj7yh 136 53 : : : cord-026948-jl3lj7yh 136 54 a a DT cord-026948-jl3lj7yh 136 55 case case NN cord-026948-jl3lj7yh 136 56 study study NN cord-026948-jl3lj7yh 136 57 on on IN cord-026948-jl3lj7yh 136 58 natural natural JJ cord-026948-jl3lj7yh 136 59 language language NN cord-026948-jl3lj7yh 136 60 inference inference NN cord-026948-jl3lj7yh 136 61 Neural Neural NNP cord-026948-jl3lj7yh 136 62 Network Network NNP cord-026948-jl3lj7yh 136 63 Methods Methods NNPS cord-026948-jl3lj7yh 136 64 in in IN cord-026948-jl3lj7yh 136 65 Natural Natural NNP cord-026948-jl3lj7yh 136 66 Language Language NNP cord-026948-jl3lj7yh 136 67 Processing Processing NNP cord-026948-jl3lj7yh 136 68 Hierarchical hierarchical JJ cord-026948-jl3lj7yh 136 69 neural neural JJ cord-026948-jl3lj7yh 136 70 model model NN cord-026948-jl3lj7yh 136 71 with with IN cord-026948-jl3lj7yh 136 72 attention attention NN cord-026948-jl3lj7yh 136 73 mechanisms mechanism NNS cord-026948-jl3lj7yh 136 74 for for IN cord-026948-jl3lj7yh 136 75 the the DT cord-026948-jl3lj7yh 136 76 classification classification NN cord-026948-jl3lj7yh 136 77 of of IN cord-026948-jl3lj7yh 136 78 social social JJ cord-026948-jl3lj7yh 136 79 media medium NNS cord-026948-jl3lj7yh 136 80 text text NN cord-026948-jl3lj7yh 136 81 related relate VBN cord-026948-jl3lj7yh 136 82 to to IN cord-026948-jl3lj7yh 136 83 mental mental JJ cord-026948-jl3lj7yh 136 84 health health NN cord-026948-jl3lj7yh 136 85 Attention attention NN cord-026948-jl3lj7yh 136 86 is be VBZ cord-026948-jl3lj7yh 136 87 not not RB cord-026948-jl3lj7yh 136 88 explanation explanation NN cord-026948-jl3lj7yh 136 89 DeepHealth DeepHealth NNP cord-026948-jl3lj7yh 136 90 : : : cord-026948-jl3lj7yh 137 1 deep deep JJ cord-026948-jl3lj7yh 137 2 learning learn VBG cord-026948-jl3lj7yh 137 3 for for IN cord-026948-jl3lj7yh 137 4 health health NN cord-026948-jl3lj7yh 137 5 informatics informatics NNP cord-026948-jl3lj7yh 137 6 Interactive Interactive NNP cord-026948-jl3lj7yh 137 7 visualization visualization NN cord-026948-jl3lj7yh 137 8 and and CC cord-026948-jl3lj7yh 137 9 manipulation manipulation NN cord-026948-jl3lj7yh 137 10 of of IN cord-026948-jl3lj7yh 137 11 attention attention NN cord-026948-jl3lj7yh 137 12 - - HYPH cord-026948-jl3lj7yh 137 13 based base VBN cord-026948-jl3lj7yh 137 14 neural neural JJ cord-026948-jl3lj7yh 137 15 machine machine NN cord-026948-jl3lj7yh 137 16 translation translation NN cord-026948-jl3lj7yh 137 17 Emotional emotional JJ cord-026948-jl3lj7yh 137 18 disclosure disclosure NN cord-026948-jl3lj7yh 137 19 on on IN cord-026948-jl3lj7yh 137 20 social social JJ cord-026948-jl3lj7yh 137 21 networking networking NN cord-026948-jl3lj7yh 137 22 sites site NNS cord-026948-jl3lj7yh 137 23 : : : cord-026948-jl3lj7yh 138 1 the the DT cord-026948-jl3lj7yh 138 2 role role NN cord-026948-jl3lj7yh 138 3 of of IN cord-026948-jl3lj7yh 138 4 network network NN cord-026948-jl3lj7yh 138 5 structure structure NN cord-026948-jl3lj7yh 138 6 and and CC cord-026948-jl3lj7yh 138 7 psychological psychological JJ cord-026948-jl3lj7yh 138 8 needs need NNS cord-026948-jl3lj7yh 138 9 A a DT cord-026948-jl3lj7yh 138 10 structured structured JJ cord-026948-jl3lj7yh 138 11 self self NN cord-026948-jl3lj7yh 138 12 - - HYPH cord-026948-jl3lj7yh 138 13 attentive attentive JJ cord-026948-jl3lj7yh 138 14 sentence sentence NN cord-026948-jl3lj7yh 138 15 embedding embed VBG cord-026948-jl3lj7yh 138 16 A a DT cord-026948-jl3lj7yh 138 17 test test NN cord-026948-jl3lj7yh 138 18 collection collection NN cord-026948-jl3lj7yh 138 19 for for IN cord-026948-jl3lj7yh 138 20 research research NN cord-026948-jl3lj7yh 138 21 on on IN cord-026948-jl3lj7yh 138 22 depression depression NN cord-026948-jl3lj7yh 138 23 and and CC cord-026948-jl3lj7yh 138 24 language language NN cord-026948-jl3lj7yh 138 25 use use NN cord-026948-jl3lj7yh 138 26 CLEF CLEF NNP cord-026948-jl3lj7yh 138 27 lab lab NN cord-026948-jl3lj7yh 138 28 on on IN cord-026948-jl3lj7yh 138 29 early early JJ cord-026948-jl3lj7yh 138 30 risk risk NN cord-026948-jl3lj7yh 138 31 prediction prediction NN cord-026948-jl3lj7yh 138 32 on on IN cord-026948-jl3lj7yh 138 33 the the DT cord-026948-jl3lj7yh 138 34 Internet internet NN cord-026948-jl3lj7yh 138 35 : : : cord-026948-jl3lj7yh 138 36 experimental experimental JJ cord-026948-jl3lj7yh 138 37 foundations foundation NNS cord-026948-jl3lj7yh 138 38 Overview Overview NNP cord-026948-jl3lj7yh 138 39 of of IN cord-026948-jl3lj7yh 138 40 eRisk eRisk NNP cord-026948-jl3lj7yh 138 41 2018 2018 CD cord-026948-jl3lj7yh 138 42 : : : cord-026948-jl3lj7yh 138 43 early early JJ cord-026948-jl3lj7yh 138 44 risk risk NN cord-026948-jl3lj7yh 138 45 prediction prediction NN cord-026948-jl3lj7yh 138 46 on on IN cord-026948-jl3lj7yh 138 47 the the DT cord-026948-jl3lj7yh 138 48 Internet internet NN cord-026948-jl3lj7yh 138 49 ( ( -LRB- cord-026948-jl3lj7yh 138 50 extended extended JJ cord-026948-jl3lj7yh 138 51 lab lab NN cord-026948-jl3lj7yh 138 52 overview overview NN cord-026948-jl3lj7yh 138 53 ) ) -RRB- cord-026948-jl3lj7yh 138 54 . . . cord-026948-jl3lj7yh 139 1 In in IN cord-026948-jl3lj7yh 139 2 : : : cord-026948-jl3lj7yh 139 3 Working Working NNP cord-026948-jl3lj7yh 139 4 Notes Notes NNPS cord-026948-jl3lj7yh 139 5 of of IN cord-026948-jl3lj7yh 139 6 CLEF CLEF NNP cord-026948-jl3lj7yh 139 7 2018 2018 CD cord-026948-jl3lj7yh 140 1 -Conference -Conference NNP cord-026948-jl3lj7yh 141 1 and and CC cord-026948-jl3lj7yh 141 2 Labs Labs NNPS cord-026948-jl3lj7yh 141 3 of of IN cord-026948-jl3lj7yh 141 4 the the DT cord-026948-jl3lj7yh 141 5 Evaluation Evaluation NNP cord-026948-jl3lj7yh 141 6 Forum Forum NNP cord-026948-jl3lj7yh 141 7 Overview Overview NNP cord-026948-jl3lj7yh 141 8 of of IN cord-026948-jl3lj7yh 141 9 eRisk eRisk NNP cord-026948-jl3lj7yh 141 10 2019 2019 CD cord-026948-jl3lj7yh 141 11 : : : cord-026948-jl3lj7yh 141 12 early early JJ cord-026948-jl3lj7yh 141 13 risk risk NN cord-026948-jl3lj7yh 141 14 prediction prediction NN cord-026948-jl3lj7yh 141 15 on on IN cord-026948-jl3lj7yh 141 16 the the DT cord-026948-jl3lj7yh 141 17 Internet internet NN cord-026948-jl3lj7yh 141 18 . . . cord-026948-jl3lj7yh 142 1 In in IN cord-026948-jl3lj7yh 142 2 : : : cord-026948-jl3lj7yh 142 3 Working Working NNP cord-026948-jl3lj7yh 142 4 Notes Notes NNPS cord-026948-jl3lj7yh 142 5 of of IN cord-026948-jl3lj7yh 142 6 CLEF CLEF NNP cord-026948-jl3lj7yh 142 7 2019 2019 CD cord-026948-jl3lj7yh 143 1 -Conference -Conference NNP cord-026948-jl3lj7yh 144 1 and and CC cord-026948-jl3lj7yh 144 2 Labs Labs NNPS cord-026948-jl3lj7yh 144 3 of of IN cord-026948-jl3lj7yh 144 4 the the DT cord-026948-jl3lj7yh 144 5 Evaluation Evaluation NNP cord-026948-jl3lj7yh 144 6 Forum Forum NNP cord-026948-jl3lj7yh 144 7 CLPsych CLPsych NNP cord-026948-jl3lj7yh 144 8 2018 2018 CD cord-026948-jl3lj7yh 144 9 shared share VBD cord-026948-jl3lj7yh 144 10 task task NN cord-026948-jl3lj7yh 144 11 : : : cord-026948-jl3lj7yh 144 12 predicting predict VBG cord-026948-jl3lj7yh 144 13 current current JJ cord-026948-jl3lj7yh 144 14 and and CC cord-026948-jl3lj7yh 144 15 future future JJ cord-026948-jl3lj7yh 144 16 psychological psychological JJ cord-026948-jl3lj7yh 144 17 health health NN cord-026948-jl3lj7yh 144 18 from from IN cord-026948-jl3lj7yh 145 1 childhood childhood NN cord-026948-jl3lj7yh 145 2 essays essay NNS cord-026948-jl3lj7yh 145 3 Suicide Suicide NNP cord-026948-jl3lj7yh 145 4 risk risk NN cord-026948-jl3lj7yh 145 5 assessment assessment NN cord-026948-jl3lj7yh 145 6 with with IN cord-026948-jl3lj7yh 145 7 multi multi JJ cord-026948-jl3lj7yh 145 8 - - JJ cord-026948-jl3lj7yh 145 9 level level JJ cord-026948-jl3lj7yh 145 10 dual dual JJ cord-026948-jl3lj7yh 145 11 - - HYPH cord-026948-jl3lj7yh 145 12 context context NN cord-026948-jl3lj7yh 145 13 language language NN cord-026948-jl3lj7yh 145 14 and and CC cord-026948-jl3lj7yh 145 15 BERT BERT NNP cord-026948-jl3lj7yh 145 16 Inter Inter NNP cord-026948-jl3lj7yh 145 17 and and CC cord-026948-jl3lj7yh 145 18 intra intra JJ cord-026948-jl3lj7yh 145 19 document document NN cord-026948-jl3lj7yh 145 20 attention attention NN cord-026948-jl3lj7yh 145 21 for for IN cord-026948-jl3lj7yh 145 22 depression depression NN cord-026948-jl3lj7yh 145 23 risk risk NN cord-026948-jl3lj7yh 145 24 assessment assessment NN cord-026948-jl3lj7yh 145 25 CLaC CLaC NNP cord-026948-jl3lj7yh 145 26 at at IN cord-026948-jl3lj7yh 145 27 CLPsych CLPsych NNP cord-026948-jl3lj7yh 145 28 2019 2019 CD cord-026948-jl3lj7yh 145 29 : : : cord-026948-jl3lj7yh 146 1 fusion fusion NN cord-026948-jl3lj7yh 146 2 of of IN cord-026948-jl3lj7yh 146 3 neural neural JJ cord-026948-jl3lj7yh 146 4 features feature NNS cord-026948-jl3lj7yh 146 5 and and CC cord-026948-jl3lj7yh 146 6 predicted predict VBN cord-026948-jl3lj7yh 146 7 class class NN cord-026948-jl3lj7yh 146 8 probabilities probability NNS cord-026948-jl3lj7yh 146 9 for for IN cord-026948-jl3lj7yh 146 10 suicide suicide NN cord-026948-jl3lj7yh 146 11 risk risk NN cord-026948-jl3lj7yh 146 12 assessment assessment NN cord-026948-jl3lj7yh 146 13 based base VBN cord-026948-jl3lj7yh 146 14 on on IN cord-026948-jl3lj7yh 146 15 online online JJ cord-026948-jl3lj7yh 146 16 posts post NNS cord-026948-jl3lj7yh 146 17 Quick quick JJ cord-026948-jl3lj7yh 147 1 and and CC cord-026948-jl3lj7yh 147 2 ( ( -LRB- cord-026948-jl3lj7yh 147 3 maybe maybe RB cord-026948-jl3lj7yh 147 4 not not RB cord-026948-jl3lj7yh 147 5 so so RB cord-026948-jl3lj7yh 147 6 ) ) -RRB- cord-026948-jl3lj7yh 147 7 easy easy JJ cord-026948-jl3lj7yh 147 8 detection detection NN cord-026948-jl3lj7yh 147 9 of of IN cord-026948-jl3lj7yh 147 10 anorexia anorexia NN cord-026948-jl3lj7yh 147 11 in in IN cord-026948-jl3lj7yh 147 12 social social JJ cord-026948-jl3lj7yh 147 13 media medium NNS cord-026948-jl3lj7yh 147 14 posts post NNS cord-026948-jl3lj7yh 147 15 Proceedings proceeding NNS cord-026948-jl3lj7yh 147 16 of of IN cord-026948-jl3lj7yh 147 17 the the DT cord-026948-jl3lj7yh 147 18 2018 2018 CD cord-026948-jl3lj7yh 147 19 Conference Conference NNP cord-026948-jl3lj7yh 147 20 of of IN cord-026948-jl3lj7yh 147 21 the the DT cord-026948-jl3lj7yh 147 22 North North NNP cord-026948-jl3lj7yh 147 23 American American NNP cord-026948-jl3lj7yh 147 24 Chapter Chapter NNP cord-026948-jl3lj7yh 147 25 of of IN cord-026948-jl3lj7yh 147 26 the the DT cord-026948-jl3lj7yh 147 27 Association Association NNP cord-026948-jl3lj7yh 147 28 for for IN cord-026948-jl3lj7yh 147 29 Computational Computational NNP cord-026948-jl3lj7yh 147 30 Linguistics Linguistics NNP cord-026948-jl3lj7yh 147 31 : : : cord-026948-jl3lj7yh 148 1 Human Human NNP cord-026948-jl3lj7yh 148 2 Language Language NNP cord-026948-jl3lj7yh 148 3 Technologies Technologies NNP cord-026948-jl3lj7yh 148 4 ( ( -LRB- cord-026948-jl3lj7yh 148 5 NAACL NAACL NNP cord-026948-jl3lj7yh 148 6 - - HYPH cord-026948-jl3lj7yh 148 7 HLT HLT NNP cord-026948-jl3lj7yh 148 8 2018 2018 CD cord-026948-jl3lj7yh 148 9 ) ) -RRB- cord-026948-jl3lj7yh 148 10 Is be VBZ cord-026948-jl3lj7yh 148 11 attention attention NN cord-026948-jl3lj7yh 148 12 interpretable interpretable JJ cord-026948-jl3lj7yh 148 13 ? ? . cord-026948-jl3lj7yh 149 1 In in IN cord-026948-jl3lj7yh 149 2 : : : cord-026948-jl3lj7yh 149 3 Proceedings proceeding NNS cord-026948-jl3lj7yh 149 4 of of IN cord-026948-jl3lj7yh 149 5 57th 57th JJ cord-026948-jl3lj7yh 149 6 Annual Annual NNP cord-026948-jl3lj7yh 149 7 Meeting Meeting NNP cord-026948-jl3lj7yh 149 8 of of IN cord-026948-jl3lj7yh 149 9 the the DT cord-026948-jl3lj7yh 149 10 Association Association NNP cord-026948-jl3lj7yh 149 11 for for IN cord-026948-jl3lj7yh 149 12 Computational Computational NNP cord-026948-jl3lj7yh 149 13 Linguistics Linguistics NNP cord-026948-jl3lj7yh 149 14 ( ( -LRB- cord-026948-jl3lj7yh 149 15 ACL ACL NNP cord-026948-jl3lj7yh 149 16 2019 2019 CD cord-026948-jl3lj7yh 149 17 ) ) -RRB- cord-026948-jl3lj7yh 150 1 Attention attention NN cord-026948-jl3lj7yh 150 2 is be VBZ cord-026948-jl3lj7yh 150 3 all all DT cord-026948-jl3lj7yh 150 4 you -PRON- PRP cord-026948-jl3lj7yh 150 5 need need VBP cord-026948-jl3lj7yh 150 6 Attention attention NN cord-026948-jl3lj7yh 150 7 - - HYPH cord-026948-jl3lj7yh 150 8 based base VBN cord-026948-jl3lj7yh 150 9 LSTM LSTM NNP cord-026948-jl3lj7yh 150 10 for for IN cord-026948-jl3lj7yh 150 11 aspect aspect NN cord-026948-jl3lj7yh 150 12 - - HYPH cord-026948-jl3lj7yh 150 13 level level NN cord-026948-jl3lj7yh 150 14 sentiment sentiment NN cord-026948-jl3lj7yh 150 15 classification classification NN cord-026948-jl3lj7yh 150 16 CLPsych CLPsych NNP cord-026948-jl3lj7yh 150 17 2019 2019 CD cord-026948-jl3lj7yh 150 18 shared share VBD cord-026948-jl3lj7yh 150 19 task task NN cord-026948-jl3lj7yh 150 20 : : : cord-026948-jl3lj7yh 150 21 predicting predict VBG cord-026948-jl3lj7yh 150 22 the the DT cord-026948-jl3lj7yh 150 23 degree degree NN cord-026948-jl3lj7yh 150 24 of of IN cord-026948-jl3lj7yh 150 25 suicide suicide NN cord-026948-jl3lj7yh 150 26 risk risk NN cord-026948-jl3lj7yh 150 27 in in IN cord-026948-jl3lj7yh 150 28 Reddit Reddit NNP cord-026948-jl3lj7yh 150 29 posts post NNS cord-026948-jl3lj7yh 150 30 Acknowledgements acknowledgement NNS cord-026948-jl3lj7yh 150 31 . . . cord-026948-jl3lj7yh 151 1 The the DT cord-026948-jl3lj7yh 151 2 authors author NNS cord-026948-jl3lj7yh 151 3 would would MD cord-026948-jl3lj7yh 151 4 like like VB cord-026948-jl3lj7yh 151 5 to to TO cord-026948-jl3lj7yh 151 6 thank thank VB cord-026948-jl3lj7yh 151 7 the the DT cord-026948-jl3lj7yh 151 8 anonymous anonymous JJ cord-026948-jl3lj7yh 151 9 reviewers reviewer NNS cord-026948-jl3lj7yh 151 10 for for IN cord-026948-jl3lj7yh 151 11 their -PRON- PRP$ cord-026948-jl3lj7yh 151 12 feedback feedback NN cord-026948-jl3lj7yh 151 13 on on IN cord-026948-jl3lj7yh 151 14 a a DT cord-026948-jl3lj7yh 151 15 previous previous JJ cord-026948-jl3lj7yh 151 16 version version NN cord-026948-jl3lj7yh 151 17 of of IN cord-026948-jl3lj7yh 151 18 this this DT cord-026948-jl3lj7yh 151 19 paper paper NN cord-026948-jl3lj7yh 151 20 . . . cord-026948-jl3lj7yh 152 1 This this DT cord-026948-jl3lj7yh 152 2 work work NN cord-026948-jl3lj7yh 152 3 was be VBD cord-026948-jl3lj7yh 152 4 financially financially RB cord-026948-jl3lj7yh 152 5 supported support VBN cord-026948-jl3lj7yh 152 6 by by IN cord-026948-jl3lj7yh 152 7 the the DT cord-026948-jl3lj7yh 152 8 Natural Natural NNP cord-026948-jl3lj7yh 152 9 Sciences Sciences NNPS cord-026948-jl3lj7yh 152 10 and and CC cord-026948-jl3lj7yh 152 11 Engineering Engineering NNP cord-026948-jl3lj7yh 152 12 Research Research NNP cord-026948-jl3lj7yh 152 13 Council Council NNP cord-026948-jl3lj7yh 152 14 of of IN cord-026948-jl3lj7yh 152 15 Canada Canada NNP cord-026948-jl3lj7yh 152 16 ( ( -LRB- cord-026948-jl3lj7yh 152 17 NSERC NSERC NNP cord-026948-jl3lj7yh 152 18 ) ) -RRB- cord-026948-jl3lj7yh 152 19 . . .