{"id":"https://openalex.org/W3200466594","doi":"https://doi.org/10.1109/ijcnn52387.2021.9533433","title":"TRANSFAKE: Multi-task Transformer for Multimodal Enhanced Fake News Detection","display_name":"TRANSFAKE: Multi-task Transformer for Multimodal Enhanced Fake News Detection","publication_year":2021,"publication_date":"2021-07-18","ids":{"openalex":"https://openalex.org/W3200466594","doi":"https://doi.org/10.1109/ijcnn52387.2021.9533433","mag":"3200466594"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn52387.2021.9533433","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn52387.2021.9533433","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-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/A5009094383","display_name":"Quanliang Jing","orcid":"https://orcid.org/0000-0002-7670-7729"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Quanliang Jing","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","University of Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070236880","display_name":"Di Yao","orcid":"https://orcid.org/0000-0003-1778-8319"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Yao","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046658556","display_name":"Xinxin Fan","orcid":"https://orcid.org/0000-0002-6659-7431"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinxin Fan","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101451793","display_name":"Baoli Wang","orcid":"https://orcid.org/0000-0001-5057-2339"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoli Wang","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","University of Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036054908","display_name":"Haining Tan","orcid":"https://orcid.org/0000-0003-1275-5972"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haining Tan","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","University of Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079698906","display_name":"Xiangpeng Bu","orcid":null},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangpeng Bu","raw_affiliation_strings":["University of Science and Technology, Shandong, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology, Shandong, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102995513","display_name":"Jingping Bi","orcid":"https://orcid.org/0000-0001-7858-4980"},"institutions":[{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingping Bi","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5009094383"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":6.5335,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.96475858,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9958000183105469,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9778000116348267,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8064696192741394},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.7843286991119385},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.691870927810669},{"id":"https://openalex.org/keywords/rumor","display_name":"Rumor","score":0.6004729866981506},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5817570090293884},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.540728747844696},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49449393153190613},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45776039361953735},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3227085769176483},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.23253574967384338}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8064696192741394},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.7843286991119385},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.691870927810669},{"id":"https://openalex.org/C2780469804","wikidata":"https://www.wikidata.org/wiki/Q878352","display_name":"Rumor","level":2,"score":0.6004729866981506},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5817570090293884},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.540728747844696},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49449393153190613},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45776039361953735},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3227085769176483},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.23253574967384338},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn52387.2021.9533433","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn52387.2021.9533433","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1546111015","https://openalex.org/W2084591134","https://openalex.org/W2099813784","https://openalex.org/W2398287226","https://openalex.org/W2410465342","https://openalex.org/W2463565445","https://openalex.org/W2531862055","https://openalex.org/W2551396370","https://openalex.org/W2577888896","https://openalex.org/W2582561810","https://openalex.org/W2599221428","https://openalex.org/W2742330194","https://openalex.org/W2745461083","https://openalex.org/W2766462585","https://openalex.org/W2788235048","https://openalex.org/W2809476703","https://openalex.org/W2891453035","https://openalex.org/W2896457183","https://openalex.org/W2912305564","https://openalex.org/W2913318911","https://openalex.org/W2963043442","https://openalex.org/W2963523292","https://openalex.org/W2963668159","https://openalex.org/W2964302420","https://openalex.org/W2968124245","https://openalex.org/W2968880719","https://openalex.org/W2970231061","https://openalex.org/W2975501350","https://openalex.org/W2999790948","https://openalex.org/W3036332725","https://openalex.org/W4293926355","https://openalex.org/W4385245566","https://openalex.org/W6675143072","https://openalex.org/W6719057275","https://openalex.org/W6729654139","https://openalex.org/W6735228991","https://openalex.org/W6736914268","https://openalex.org/W6739901393","https://openalex.org/W6748553547","https://openalex.org/W6755207826","https://openalex.org/W6767279747","https://openalex.org/W6775322909"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2372853429","https://openalex.org/W2793319716","https://openalex.org/W3110636174","https://openalex.org/W4210503589","https://openalex.org/W2908713064","https://openalex.org/W2810386322","https://openalex.org/W2801267666","https://openalex.org/W2188429085","https://openalex.org/W2886888575"],"abstract_inverted_index":{"Social":[0],"media":[1],"has":[2,41],"became":[3],"a":[4,45,93,117,143],"critical":[5,46],"manner":[6],"for":[7,108,166],"people":[8],"to":[9,43,62],"acquire":[10],"information":[11,82],"in":[12],"daily":[13],"life.":[14],"Despite":[15],"the":[16,72,76,79,85,90,100,124,184,202],"great":[17],"convenience,":[18],"fake":[19,37,110,134],"news":[20,38,95,130,135],"can":[21],"be":[22,44,105],"widely":[23],"spread":[24],"through":[25],"social":[26,80],"networks,":[27],"causing":[28],"various":[29,172],"adverse":[30],"effects":[31],"on":[32,71,189],"people's":[33],"lives.":[34],"Detecting":[35],"these":[36],"or":[39],"misinformations":[40],"proved":[42],"task":[47],"and":[48,54,103,127,132,152,160,180,211],"draws":[49],"attentions":[50],"from":[51],"both":[52],"governments":[53],"individuals.":[55],"Recently,":[56],"many":[57],"methods":[58],"have":[59],"been":[60],"proposed":[61],"solve":[63],"this":[64,113],"problem,":[65],"but":[66],"most":[67],"of":[68,75,92,99,129],"them":[69],"rely":[70],"body":[73,125],"content":[74,126],"news,":[77],"ignoring":[78],"context":[81],"such":[83],"as":[84,150,163,207,209,214,216],"comments.":[86],"We":[87],"argue":[88],"that":[89,195],"comments":[91,128],"specific":[94],"contain":[96],"common":[97],"judgements":[98],"whole":[101],"society":[102],"could":[104],"extremely":[106],"useful":[107,168],"detecting":[109],"news.":[111],"In":[112],"paper,":[114],"we":[115],"propose":[116],"new":[118],"method":[119],"TRANSFAKE":[120,140,182,196],"which":[121],"jointly":[122],"models":[123],"systemically,":[131],"detects":[133],"with":[136],"multi-task":[137],"learning":[138],"framework.":[139],"model":[141],"is":[142],"Transformer-based":[144],"model.":[145],"It":[146,200],"takes":[147],"different":[148],"modalities":[149],"input":[151],"employs":[153],"multiple":[154],"tasks,":[155],"i.e.":[156],"rumor":[157],"score":[158],"prediction":[159],"event":[161],"classification,":[162],"intermediate":[164,175],"tasks":[165,176],"extracting":[167],"hidden":[169],"relationships":[170],"across":[171],"modalities.":[173],"These":[174],"promote":[177],"each":[178],"other":[179],"encourage":[181],"making":[183],"right":[185],"decision.":[186],"Extensive":[187],"experiments":[188],"two":[190],"standard":[191],"real-life":[192],"datasets":[193],"demonstrate":[194],"outperforms":[197],"state-of-the-art":[198],"methods.":[199],"improves":[201],"detection":[203],"accuracy":[204],"by":[205],"margins":[206],"large":[208,215],"~12.6%":[210],"F1":[212],"scores":[213],"~15%.":[217]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
