{"id":"https://openalex.org/W2342766632","doi":"https://doi.org/10.5220/0005824805400545","title":"On Evaluation of Natural Language Processing Tasks - Is Gold Standard Evaluation Methodology a Good Solution?","display_name":"On Evaluation of Natural Language Processing Tasks - Is Gold Standard Evaluation Methodology a Good Solution?","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2342766632","doi":"https://doi.org/10.5220/0005824805400545","mag":"2342766632"},"language":"en","primary_location":{"id":"doi:10.5220/0005824805400545","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005824805400545","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0005824805400545","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052959874","display_name":"Vojt\u011bch Kov\u00e1\u0159","orcid":null},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Vojt\u011bch Kov\u00e1\u0159","raw_affiliation_strings":["Masaryk University, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Masaryk University, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056288251","display_name":"Milo\u0161 Jakub\u00ed\u010dek","orcid":"https://orcid.org/0000-0002-6208-7602"},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Milo\u0161 Jakub\u00ed\u010dek","raw_affiliation_strings":["Masaryk University, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Masaryk University, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110480387","display_name":"Ale\u0161 Hor\u00e1k","orcid":null},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Ale\u0161 Hor\u00e1k","raw_affiliation_strings":["Masaryk University, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Masaryk University, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5052959874"],"corresponding_institution_ids":["https://openalex.org/I21449261"],"apc_list":null,"apc_paid":null,"fwci":1.2852,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86378383,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"540","last_page":"545"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8447213768959045},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6823207139968872},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.6794122457504272},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6347357034683228},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.4897336959838867},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4706893265247345},{"id":"https://openalex.org/keywords/evaluation-methods","display_name":"Evaluation methods","score":0.4262901246547699}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8447213768959045},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6823207139968872},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.6794122457504272},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6347357034683228},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.4897336959838867},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4706893265247345},{"id":"https://openalex.org/C3018395757","wikidata":"https://www.wikidata.org/wiki/Q1379672","display_name":"Evaluation methods","level":2,"score":0.4262901246547699},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0005824805400545","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005824805400545","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0005824805400545","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005824805400545","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.8100000023841858,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W22168010","https://openalex.org/W1507020546","https://openalex.org/W1515847863","https://openalex.org/W1552513054","https://openalex.org/W1598771940","https://openalex.org/W1632114991","https://openalex.org/W1892467659","https://openalex.org/W2024425679","https://openalex.org/W2050340680","https://openalex.org/W2101105183","https://openalex.org/W2120844411","https://openalex.org/W2132288458","https://openalex.org/W2250279300","https://openalex.org/W2252073543","https://openalex.org/W2740090028"],"related_works":["https://openalex.org/W2361861616","https://openalex.org/W2263699433","https://openalex.org/W2377979023","https://openalex.org/W1570025324","https://openalex.org/W2116902754","https://openalex.org/W2740145017","https://openalex.org/W2166185180","https://openalex.org/W4226226396","https://openalex.org/W3153750606","https://openalex.org/W4308854837"],"abstract_inverted_index":{"The":[0],"paper":[1],"discusses":[2],"problems":[3,41,55],"in":[4,12],"state":[5],"of":[6,20,28,44,47],"the":[7,54,81],"art":[8],"evaluation":[9,27],"methods":[10],"used":[11,25],"natural":[13],"language":[14],"processing":[15],"(NLP).":[16],"Usually,":[17],"some":[18],"form":[19],"gold":[21],"standard":[22],"data":[23],"is":[24,66,70,80,91],"for":[26,49],"various":[29,50],"NLP":[30],"tasks,":[31,51],"ranging":[32],"from":[33],"morphological":[34],"annotation":[35],"to":[36,84],"semantic":[37],"analysis.":[38],"We":[39],"discuss":[40],"and":[42,52,75],"validity":[43],"this":[45],"type":[46],"evaluation,":[48],"illustrate":[53],"on":[56],"examples.":[57],"Then":[58],"we":[59],"propose":[60],"using":[61],"application-driven":[62],"evaluations,":[63],"wherever":[64],"it":[65,69,79],"possible.":[67],"Although":[68],"more":[71,73],"expensive,":[72],"complicated":[74],"not":[76],"so":[77],"precise,":[78],"only":[82],"way":[83],"find":[85],"out":[86],"if":[87],"a":[88],"particular":[89],"tool":[90],"useful":[92],"at":[93],"all.":[94]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
