id	author	title	date	pages	extension	mime	words	sentences	flesch	summary	cache	txt
work_mgqmivrbtnge3fttkeec5zdg24	John Cuzzola	Evolutionary fine-tuning of automated semantic annotation systems	2015	28	.pdf	application/pdf	11466	1125	56	https://www.research.ed.ac.uk/portal/en/publications/evolutionary-finetuning-of-automated-semantic-annotation-systems(a441cfe2-919d-49a2-8037-47256495b81e).html Tuning Architecture (PTA) for automating the task of configuring parameter values of semantic annotation tools. PTA enables effective configuration of parameter values of many semantic annotation tools. semantic annotation, automated configuration, genetic algorithm, parameter learning Tools and services for automated semantic annotation of text are offered by a constantly increasing PTA uses the gold standard as an evaluation/testing set to tailor the annotator's parameters to the kind configuration parameters of semantic text annotators has not yet been reported in the literature. semantic annotators, and then proceed to introduce our Parameter Tuning Architecture (PTA) and a PTA's fitness function scores the annotator's output against a testing set configuration of semantic annotators have caveats when relying on testing sets. Table 4 lists all semantic annotators we considered for PTA evaluation. List of tested and considered semantic annotators for PTA evaluation. Although work on finding optimal parameter values for semantic annotation tools is novel, it is 	./cache/work_mgqmivrbtnge3fttkeec5zdg24.pdf	./txt/work_mgqmivrbtnge3fttkeec5zdg24.txt