{"id":"https://openalex.org/W7163666059","doi":"https://doi.org/10.1016/j.neunet.2026.109226","title":"Cross-model diffusion: Mitigating hallucination in large language models for rumor detection","display_name":"Cross-model diffusion: Mitigating hallucination in large language models for rumor detection","publication_year":2026,"publication_date":"2026-06-05","ids":{"openalex":"https://openalex.org/W7163666059","doi":"https://doi.org/10.1016/j.neunet.2026.109226","pmid":"https://pubmed.ncbi.nlm.nih.gov/42269190"},"language":"en","primary_location":{"id":"doi:10.1016/j.neunet.2026.109226","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2026.109226","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5137937009","display_name":"Chunling Wu","orcid":"https://orcid.org/0000-0003-4245-2059"},"institutions":[{"id":"https://openalex.org/I126924076","display_name":"Chongqing Normal University","ror":"https://ror.org/01dcw5w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I126924076"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunling Wu","raw_affiliation_strings":["School of Computer and Information Science, Chongqing Normal University, Chongqing, 401331, China; School of Artificial Intelligence and Big Data, Chongqing Polytechnic University of Electronic Technology, Chongqing, 401331, China. Electronic address: wuch50@126.com"],"raw_orcid":"https://orcid.org/0000-0003-4245-2059","affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Chongqing Normal University, Chongqing, 401331, China; School of Artificial Intelligence and Big Data, Chongqing Polytechnic University of Electronic Technology, Chongqing, 401331, China. Electronic address: wuch50@126.com","institution_ids":["https://openalex.org/I126924076"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137932927","display_name":"Kai Yang","orcid":"https://orcid.org/0009-0009-3084-1904"},"institutions":[{"id":"https://openalex.org/I126924076","display_name":"Chongqing Normal University","ror":"https://ror.org/01dcw5w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I126924076"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Yang","raw_affiliation_strings":["School of Computer and Information Science, Chongqing Normal University, Chongqing, 401331, China. Electronic address: yk101820@163.com"],"raw_orcid":"https://orcid.org/0009-0009-3084-1904","affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Chongqing Normal University, Chongqing, 401331, China. Electronic address: yk101820@163.com","institution_ids":["https://openalex.org/I126924076"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125521049","display_name":"Yu Hui","orcid":null},"institutions":[{"id":"https://openalex.org/I50632499","display_name":"Chongqing University of Technology","ror":"https://ror.org/04vgbd477","country_code":"CN","type":"education","lineage":["https://openalex.org/I50632499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Hui","raw_affiliation_strings":["School of Artificial Intelligence and Big Data, Chongqing Polytechnic University of Electronic Technology, Chongqing, 401331, China. Electronic address: huiyu_nwpu@126.com"],"raw_orcid":"https://orcid.org/0000-0002-7052-7129","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Big Data, Chongqing Polytechnic University of Electronic Technology, Chongqing, 401331, China. Electronic address: huiyu_nwpu@126.com","institution_ids":["https://openalex.org/I50632499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138016508","display_name":"Peng Xiong","orcid":"https://orcid.org/0000-0002-2688-9763"},"institutions":[{"id":"https://openalex.org/I50632499","display_name":"Chongqing University of Technology","ror":"https://ror.org/04vgbd477","country_code":"CN","type":"education","lineage":["https://openalex.org/I50632499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Xiong","raw_affiliation_strings":["School of Artificial Intelligence and Big Data, Chongqing Polytechnic University of Electronic Technology, Chongqing, 401331, China. Electronic address: davidxiongpeng@gmail.com"],"raw_orcid":"https://orcid.org/0000-0002-2688-9763","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Big Data, Chongqing Polytechnic University of Electronic Technology, Chongqing, 401331, China. Electronic address: davidxiongpeng@gmail.com","institution_ids":["https://openalex.org/I50632499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137944416","display_name":"Zhibin Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhibin Shi","raw_affiliation_strings":["College of Computer and Data Science, Fuzhou University, Fuzhou, 350108, China. Electronic address: zbshi0593@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, 350108, China. Electronic address: zbshi0593@163.com","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137986463","display_name":"Zhenghong Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenghong Lin","raw_affiliation_strings":["College of Computer and Data Science, Fuzhou University, Fuzhou, 350108, China. Electronic address: hongzhenglin970323@gmail.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, 350108, China. Electronic address: hongzhenglin970323@gmail.com","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137930711","display_name":"Yiling Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I126924076","display_name":"Chongqing Normal University","ror":"https://ror.org/01dcw5w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I126924076"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiling Zhang","raw_affiliation_strings":["School of Computer and Information Science, Chongqing Normal University, Chongqing, 401331, China. Electronic address: zhangyl_0175@126.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Chongqing Normal University, Chongqing, 401331, China. Electronic address: zhangyl_0175@126.com","institution_ids":["https://openalex.org/I126924076"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137981794","display_name":"Shiping Wang","orcid":"https://orcid.org/0000-0001-5195-9682"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shiping Wang","raw_affiliation_strings":["College of Computer and Data Science, Fuzhou University, Fuzhou, 350108, China. Electronic address: shipingwang@fzu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0001-5195-9682","affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, 350108, China. Electronic address: shipingwang@fzu.edu.cn","institution_ids":["https://openalex.org/I80947539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5137981794"],"corresponding_institution_ids":["https://openalex.org/I80947539"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.74842743,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"204","issue":null,"first_page":"109226","last_page":"109226"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.8956999778747559,"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":0.8956999778747559,"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/T12488","display_name":"Mental Health via Writing","score":0.021800000220537186,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.004900000058114529,"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/rumor","display_name":"Rumor","score":0.4763999879360199},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.4147999882698059},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3970000147819519},{"id":"https://openalex.org/keywords/language-identification","display_name":"Language identification","score":0.30720001459121704},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.290800005197525},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.28279998898506165}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6712999939918518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5946000218391418},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.491100013256073},{"id":"https://openalex.org/C2780469804","wikidata":"https://www.wikidata.org/wiki/Q878352","display_name":"Rumor","level":2,"score":0.4763999879360199},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.4147999882698059},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3970000147819519},{"id":"https://openalex.org/C129792486","wikidata":"https://www.wikidata.org/wiki/Q1050419","display_name":"Language identification","level":3,"score":0.30720001459121704},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2858999967575073},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.28279998898506165},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2696000039577484},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.265500009059906},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2558000087738037}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.neunet.2026.109226","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2026.109226","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Networks","raw_type":"journal-article"},{"id":"pmid:42269190","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42269190","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural networks : the official journal of the International Neural Network Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2115677345","https://openalex.org/W2765951304","https://openalex.org/W3033625896","https://openalex.org/W3072372702","https://openalex.org/W4389618856","https://openalex.org/W4390661840","https://openalex.org/W4391136507","https://openalex.org/W4392936081","https://openalex.org/W4400033035","https://openalex.org/W4408500716"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-12T06:20:11.936012","created_date":"2026-06-06T00:00:00"}
