{"id":"https://openalex.org/W4406611273","doi":"https://doi.org/10.1109/smc54092.2024.10831252","title":"Multimodal Fake News Detection Based on Chain-of-Thought Prompting Large Language Models","display_name":"Multimodal Fake News Detection Based on Chain-of-Thought Prompting Large Language Models","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4406611273","doi":"https://doi.org/10.1109/smc54092.2024.10831252"},"language":"en","primary_location":{"id":"doi:10.1109/smc54092.2024.10831252","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10831252","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5007837975","display_name":"Yingrui Xu","orcid":"https://orcid.org/0000-0001-8838-7606"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingrui Xu","raw_affiliation_strings":["Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051863970","display_name":"Jingguo Ge","orcid":"https://orcid.org/0000-0002-6648-324X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingguo Ge","raw_affiliation_strings":["Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Guangxu Lyu","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangxu Lyu","raw_affiliation_strings":["Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012435230","display_name":"Guoyi Li","orcid":"https://orcid.org/0000-0002-9228-4236"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoyi Li","raw_affiliation_strings":["Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100346092","display_name":"Huijun Li","orcid":"https://orcid.org/0000-0002-2896-3867"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Li","raw_affiliation_strings":["Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Security Defense, Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I19820366"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"559","last_page":"566"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9767000079154968,"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":0.9767000079154968,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9693999886512756,"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":0.9226999878883362,"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":0.7502367496490479},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5264164805412292},{"id":"https://openalex.org/keywords/fake-news","display_name":"Fake news","score":0.5237234234809875},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.5034438967704773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3895363211631775},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.32638949155807495},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.14422369003295898},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.076302170753479}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7502367496490479},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5264164805412292},{"id":"https://openalex.org/C2779756789","wikidata":"https://www.wikidata.org/wiki/Q28549308","display_name":"Fake news","level":2,"score":0.5237234234809875},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.5034438967704773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3895363211631775},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.32638949155807495},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.14422369003295898},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.076302170753479}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc54092.2024.10831252","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10831252","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1933349210","https://openalex.org/W2084591134","https://openalex.org/W2766462585","https://openalex.org/W2790166049","https://openalex.org/W2809476703","https://openalex.org/W2896457183","https://openalex.org/W2912305564","https://openalex.org/W2982137384","https://openalex.org/W3022924198","https://openalex.org/W3122241445","https://openalex.org/W3185341429","https://openalex.org/W4224308992","https://openalex.org/W4224925583","https://openalex.org/W4285225959","https://openalex.org/W4385571271","https://openalex.org/W4385572830","https://openalex.org/W6637373629","https://openalex.org/W6697226171","https://openalex.org/W6778883912","https://openalex.org/W6788404175","https://openalex.org/W6791353385","https://openalex.org/W6795205961","https://openalex.org/W6809646742","https://openalex.org/W6810932996","https://openalex.org/W6811340617","https://openalex.org/W6838865847","https://openalex.org/W6839198299","https://openalex.org/W6846002521","https://openalex.org/W6847076894","https://openalex.org/W6849941170","https://openalex.org/W6850140740","https://openalex.org/W6850625674","https://openalex.org/W6850886341","https://openalex.org/W6851147835","https://openalex.org/W6851275496","https://openalex.org/W6851303145","https://openalex.org/W6851592950","https://openalex.org/W6851950068","https://openalex.org/W6852667213","https://openalex.org/W6854222408"],"related_works":["https://openalex.org/W2890339288","https://openalex.org/W2966672946","https://openalex.org/W3137554057","https://openalex.org/W3205414356","https://openalex.org/W3015693164","https://openalex.org/W2942388309","https://openalex.org/W2996237090","https://openalex.org/W3137972732","https://openalex.org/W3166592327","https://openalex.org/W3204019825"],"abstract_inverted_index":{"The":[0,18],"rapid":[1],"rise":[2],"of":[3,11,20,46,58,91,129,140,146,165,179],"social":[4],"networks":[5],"has":[6],"led":[7],"to":[8,54,95,115,121,136,156],"a":[9,71,99,105],"proliferation":[10],"fake":[12,36],"news,":[13],"especially":[14],"those":[15],"with":[16,143],"images.":[17],"combination":[19],"images":[21],"and":[22,27,112,148],"text":[23],"may":[24],"confuse":[25],"users":[26],"cause":[28],"even":[29],"more":[30],"negative":[31],"impact.":[32],"Exisiting":[33],"methods":[34,52],"for":[35,78,126],"news":[37,93,142],"detection":[38,160],"either":[39],"require":[40],"expert":[41],"knowledge":[42],"or":[43,64],"large":[44],"amounts":[45],"labeled":[47],"data.":[48],"In":[49,66],"addition,":[50],"these":[51],"fails":[53],"clarify":[55],"which":[56],"part":[57],"the":[59,87,92,127,130,138,144,159,166,177],"multimodal":[60,141],"information":[61],"is":[62,154],"misleading":[63],"why.":[65],"this":[67],"paper,":[68],"we":[69,103],"present":[70],"simple":[72],"yet":[73],"efficient":[74],"Chain-of-thought":[75],"Prompting":[76],"method":[77,108,181],"Multimodal":[79],"Fake":[80],"News":[81],"Detection":[82],"(CP-FEND).":[83],"It":[84],"first":[85],"finds":[86],"closest":[88],"demonstration":[89],"samples":[90,147],"posts":[94],"be":[96],"detected":[97],"by":[98],"KNN-based":[100],"approach.":[101],"Afterwards,":[102],"design":[104],"logical":[106],"prompt":[107],"including":[109],"Examination,":[110],"Inference":[111],"Determination":[113],"stages":[114],"guide":[116],"Large":[117],"Language":[118],"Model":[119],"(LLM)":[120],"automatically":[122],"construct":[123],"reasoning":[124],"processes":[125],"authenticity":[128,139],"samples.":[131],"Finally,":[132],"LLM":[133],"are":[134],"prompted":[135],"derive":[137],"guidance":[145],"Chain-of-Thought":[149],"reasoning.":[150],"A":[151],"reflective":[152],"verification":[153],"performed":[155],"further":[157],"improve":[158],"performance":[161],"through":[162],"comprehensive":[163],"evaluation":[164],"original":[167],"responses.":[168],"Extentsive":[169],"experiments":[170],"on":[171],"two":[172],"public":[173],"datasets":[174],"have":[175],"demonstrated":[176],"superiority":[178],"our":[180],"over":[182],"existing":[183],"methods.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
