{"id":"https://openalex.org/W4416034869","doi":"https://doi.org/10.18653/v1/2025.findings-emnlp.746","title":"Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations","display_name":"Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416034869","doi":"https://doi.org/10.18653/v1/2025.findings-emnlp.746"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2025.findings-emnlp.746","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.746","pdf_url":"https://aclanthology.org/2025.findings-emnlp.746.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-emnlp.746.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101425158","display_name":"Yifan Lu","orcid":"https://orcid.org/0000-0003-4461-0698"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yifan Lu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100404388","display_name":"Ziqi Zhang","orcid":"https://orcid.org/0000-0002-4185-5326"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ziqi Zhang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115598059","display_name":"Chunfeng Yuan","orcid":"https://orcid.org/0000-0002-8746-8137"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chunfeng Yuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101937634","display_name":"Jun Gao","orcid":"https://orcid.org/0000-0002-5925-537X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jun Gao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035561676","display_name":"Congxuan Zhang","orcid":"https://orcid.org/0000-0003-1356-1205"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Congxuan Zhang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077619274","display_name":"Xin Qi","orcid":"https://orcid.org/0000-0003-4588-1238"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaojuan Qi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100451321","display_name":"Bing Li","orcid":"https://orcid.org/0000-0003-3468-6322"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bing Li","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5114549594","display_name":"Weiming Hu","orcid":"https://orcid.org/0000-0001-9237-8825"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Weiming Hu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"13861","last_page":"13877"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.22599999606609344,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.22599999606609344,"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/T12553","display_name":"Psychedelics and Drug Studies","score":0.19859999418258667,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T13397","display_name":"Hallucinations in medical conditions","score":0.07010000199079514,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.2370000034570694},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.2321999967098236},{"id":"https://openalex.org/keywords/psychosis","display_name":"Psychosis","score":0.23010000586509705},{"id":"https://openalex.org/keywords/schizophrenia","display_name":"Schizophrenia (object-oriented programming)","score":0.2223999947309494},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.21889999508857727}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.37709999084472656},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.26750001311302185},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2653999924659729},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.26010000705718994},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2370000034570694},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2321999967098236},{"id":"https://openalex.org/C2779727114","wikidata":"https://www.wikidata.org/wiki/Q170082","display_name":"Psychosis","level":2,"score":0.23010000586509705},{"id":"https://openalex.org/C2776412080","wikidata":"https://www.wikidata.org/wiki/Q7431605","display_name":"Schizophrenia (object-oriented programming)","level":2,"score":0.2223999947309494},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.21889999508857727},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.21809999644756317}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-emnlp.746","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.746","pdf_url":"https://aclanthology.org/2025.findings-emnlp.746.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-emnlp.746","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.746","pdf_url":"https://aclanthology.org/2025.findings-emnlp.746.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2688969607","display_name":null,"funder_award_id":"62192782","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5555613037","display_name":null,"funder_award_id":"62036011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416034869.pdf","grobid_xml":"https://content.openalex.org/works/W4416034869.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"Vision-Language":[1],"Models":[2],"(LVLMs)":[3],"suffer":[4],"from":[5],"serious":[6],"hallucination":[7,19,108,117],"problems,":[8],"where":[9],"the":[10,16,70,89,92,133,145],"model-generated":[11],"responses":[12,84],"are":[13,22],"inconsistent":[14],"with":[15,85,127,136,174],"visual":[17],"inputs.Existing":[18],"mitigation":[20],"methods":[21,173],"mainly":[23],"based":[24,97],"on":[25,98],"preference":[26,37,87,134],"alignment":[27,123],"and":[28,43,60,141,181],"require":[29],"external":[30,67,175],"human":[31],"annotations":[32],"or":[33,167],"auxiliary":[34],"models":[35,162],"for":[36,116,159],"data":[38,135],"collection,":[39],"which":[40],"increase":[41],"costs":[42],"limit":[44],"sustainable":[45],"improvement.To":[46],"tackle":[47],"these":[48],"challenges,":[49],"we":[50],"propose":[51],"Autonomous":[52],"Preference":[53],"Alignment":[54],"via":[55],"Self-Injection":[56],"(APASI),":[57],"a":[58,77,81],"novel":[59],"generalizable":[61],"method":[62],"that":[63,152],"mitigates":[64,157],"hallucinations":[65,75,158],"without":[66],"dependencies.APASI":[68],"leverages":[69],"target":[71],"LVLM":[72],"to":[73,130,171],"self-inject":[74],"into":[76],"generated":[78,96],"response,":[79],"creating":[80],"pair":[82],"of":[83,102,144],"varying":[86],"levels.During":[88],"self-injection":[90],"process,":[91],"dispreferred":[93],"response":[94],"is":[95,185],"three":[99,160],"key":[100],"observations":[101],"hallucinations,":[103],"ensuring":[104],"it":[105],"simulates":[106],"real":[107],"patterns.This":[109],"fidelity":[110],"offers":[111],"an":[112,121],"accurate":[113],"learning":[114,129],"signal":[115],"mitigation.Moreover,":[118],"APASI":[119,153],"incorporates":[120],"iterative":[122],"training":[124],"strategy":[125],"combined":[126],"curriculum":[128],"periodically":[131],"update":[132],"increasing":[137],"challenge,":[138],"enabling":[139],"stable":[140],"continuous":[142],"enhancement":[143],"LVLM.Extensive":[146],"experiments":[147],"across":[148],"six":[149],"benchmarks":[150],"show":[151],"not":[154],"only":[155],"effectively":[156],"baseline":[161],"but":[163],"also":[164],"achieves":[165],"comparable":[166],"even":[168],"superior":[169],"performance":[170],"alignment-based":[172],"dependency,":[176],"thereby":[177],"demonstrating":[178],"its":[179],"effectiveness":[180],"generalization":[182],"capability.The":[183],"code":[184],"available":[186],"at":[187],"https://github.com/davidluciolu/APASI.":[188]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-11-08T00:00:00"}
