{"id":"https://openalex.org/W4390394633","doi":"https://doi.org/10.3233/jifs-232385","title":"ATBBC: Named entity recognition in emergency domains based on joint BERT-BILSTM-CRF adversarial training","display_name":"ATBBC: Named entity recognition in emergency domains based on joint BERT-BILSTM-CRF adversarial training","publication_year":2023,"publication_date":"2023-12-29","ids":{"openalex":"https://openalex.org/W4390394633","doi":"https://doi.org/10.3233/jifs-232385"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-232385","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-232385","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110096887","display_name":"Buqing Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Buqing Cai","raw_affiliation_strings":["School of Software, University of Xinjiang, Xinjiang, China"],"affiliations":[{"raw_affiliation_string":"School of Software, University of Xinjiang, Xinjiang, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075221279","display_name":"Shengwei Tian","orcid":"https://orcid.org/0000-0003-3525-5102"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shengwei Tian","raw_affiliation_strings":["School of Software, University of Xinjiang, Xinjiang, China"],"affiliations":[{"raw_affiliation_string":"School of Software, University of Xinjiang, Xinjiang, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057774088","display_name":"Long Yu","orcid":"https://orcid.org/0000-0002-9038-4129"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Yu","raw_affiliation_strings":["College of Network Center, University of Xinjiang, Xinjiang, China"],"affiliations":[{"raw_affiliation_string":"College of Network Center, University of Xinjiang, Xinjiang, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035841372","display_name":"Jun Long","orcid":"https://orcid.org/0000-0003-0163-0007"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Long","raw_affiliation_strings":["Institute of Big Data Research, University of Central South, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Institute of Big Data Research, University of Central South, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031546903","display_name":"Tiejun Zhou","orcid":"https://orcid.org/0000-0003-2931-2174"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiejun Zhou","raw_affiliation_strings":["School of Software, University of Xinjiang, Xinjiang, China"],"affiliations":[{"raw_affiliation_string":"School of Software, University of Xinjiang, Xinjiang, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100407999","display_name":"Bo Wang","orcid":"https://orcid.org/0000-0001-7158-7046"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Wang","raw_affiliation_strings":["School of Software, University of Xinjiang, Xinjiang, China"],"affiliations":[{"raw_affiliation_string":"School of Software, University of Xinjiang, Xinjiang, China","institution_ids":["https://openalex.org/I96908189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5075221279"],"corresponding_institution_ids":["https://openalex.org/I96908189"],"apc_list":null,"apc_paid":null,"fwci":1.3965,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.85509309,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"46","issue":"2","first_page":"4063","last_page":"4076"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9962000250816345,"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/T10028","display_name":"Topic Modeling","score":0.9962000250816345,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9781000018119812,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9678999781608582,"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/conditional-random-field","display_name":"Conditional random field","score":0.8803689479827881},{"id":"https://openalex.org/keywords/named-entity-recognition","display_name":"Named-entity recognition","score":0.7949072122573853},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7842943668365479},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.649831235408783},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6254653930664062},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5618767142295837},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49235641956329346},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46379926800727844},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"Long short term memory","score":0.4466962218284607},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.44477319717407227},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.4271274209022522},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.414737731218338},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3495171368122101},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.27391645312309265},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.1689479947090149}],"concepts":[{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.8803689479827881},{"id":"https://openalex.org/C2779135771","wikidata":"https://www.wikidata.org/wiki/Q403574","display_name":"Named-entity recognition","level":3,"score":0.7949072122573853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7842943668365479},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.649831235408783},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6254653930664062},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5618767142295837},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49235641956329346},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46379926800727844},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.4466962218284607},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.44477319717407227},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.4271274209022522},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.414737731218338},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3495171368122101},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.27391645312309265},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.1689479947090149},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-232385","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-232385","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2020278455","https://openalex.org/W2064675550","https://openalex.org/W2123556395","https://openalex.org/W2773308682","https://openalex.org/W2959224760","https://openalex.org/W2975907168","https://openalex.org/W3030625531","https://openalex.org/W3031247127","https://openalex.org/W3036779180","https://openalex.org/W3153512306","https://openalex.org/W3213591530","https://openalex.org/W4210248601","https://openalex.org/W4214943162","https://openalex.org/W4287332260","https://openalex.org/W4298152069","https://openalex.org/W4319003547","https://openalex.org/W6779662906"],"related_works":["https://openalex.org/W4250494529","https://openalex.org/W1964783010","https://openalex.org/W2399696375","https://openalex.org/W45206245","https://openalex.org/W2211396092","https://openalex.org/W2061834489","https://openalex.org/W3088215229","https://openalex.org/W2078793151","https://openalex.org/W3047727388","https://openalex.org/W2759598007"],"abstract_inverted_index":{"With":[0],"the":[1,96,102,110,129,137,145,157,162],"rapid":[2],"growth":[3],"of":[4,42,101,132,154,164],"Internet":[5],"penetration,":[6],"identifying":[7],"emergency":[8,18,91,104],"information":[9],"from":[10,66],"network":[11],"news":[12],"has":[13],"become":[14],"increasingly":[15],"significant":[16,40],"for":[17,51],"monitoring":[19],"and":[20,73,98,123,135],"early":[21],"warning.":[22],"Although":[23],"deep":[24],"learning":[25],"models":[26],"have":[27],"been":[28],"commonly":[29],"used":[30,126],"in":[31],"Chinese":[32],"Named":[33],"Entity":[34],"Recognition":[35],"(NER),":[36],"they":[37],"require":[38],"a":[39],"amount":[41],"well-labeled":[43],"training":[44,81,116],"data,":[45],"which":[46,160],"is":[47],"difficult":[48],"to":[49,83,117,127],"obtain":[50],"emergencies.":[52],"In":[53],"this":[54,85],"paper,":[55],"we":[56,88,108],"propose":[57],"an":[58,90,152],"NER":[59],"model":[60,113,150],"that":[61,148],"combines":[62],"bidirectional":[63,69],"encoder":[64],"representations":[65],"Transformers":[67],"(BERT),":[68],"long-short-term":[70],"memory":[71],"(BILSTM),":[72],"conditional":[74],"random":[75],"field":[76],"(CRF)":[77],"based":[78,94],"on":[79,95,144,156],"adversarial":[80,115],"(ATBBC)":[82],"address":[84],"issue.":[86],"Firstly,":[87],"constructed":[89],"dataset":[92],"(ED)":[93],"classification":[97],"coding":[99],"specifications":[100],"national":[103],"platform":[105],"system.":[106],"Secondly,":[107],"utilized":[109],"BERT":[111],"pre-training":[112],"with":[114],"extract":[118],"text":[119],"features.":[120],"Finally,":[121],"BILSTM":[122],"CRF":[124],"were":[125],"predict":[128],"probability":[130,138],"distribution":[131,139],"entity":[133,142],"labels":[134],"decode":[136],"into":[140],"corresponding":[141],"labels.Experiments":[143],"ED":[146],"show":[147],"our":[149,165],"achieves":[151],"F1-score":[153],"85.39%":[155],"test":[158],"dataset,":[159],"proves":[161],"effectiveness":[163],"model.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
