{"id":"https://openalex.org/W4405032200","doi":"https://doi.org/10.48550/arxiv.2411.18203","title":"Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning","display_name":"Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning","publication_year":2024,"publication_date":"2024-11-27","ids":{"openalex":"https://openalex.org/W4405032200","doi":"https://doi.org/10.48550/arxiv.2411.18203"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2411.18203","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.18203","pdf_url":"https://arxiv.org/pdf/2411.18203","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2411.18203","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100366416","display_name":"Di Zhang","orcid":"https://orcid.org/0000-0002-9199-5634"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Zhang, Di","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100749818","display_name":"Junxian Li","orcid":"https://orcid.org/0009-0002-1408-9993"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Junxian","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101341241","display_name":"Jingdi Lei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei, Jingdi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104331801","display_name":"Xunzhi Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Xunzhi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100454963","display_name":"Yujie Liu","orcid":"https://orcid.org/0000-0003-3634-1125"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yujie","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100908050","display_name":"Zonglin Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Zonglin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101642272","display_name":"Jiatong Li","orcid":"https://orcid.org/0000-0003-4836-0198"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Jiatong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058738211","display_name":"Weida Wang","orcid":"https://orcid.org/0000-0001-6420-5898"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Weida","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Yang, Suorong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Suorong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100818592","display_name":"Jianbo Wu","orcid":"https://orcid.org/0009-0003-4582-3895"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Jianbo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100729331","display_name":"Peng Ye","orcid":"https://orcid.org/0000-0002-0601-5786"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ye, Peng","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087818121","display_name":"Wanli Ouyang","orcid":"https://orcid.org/0000-0002-9163-2761"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ouyang, Wanli","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5112578541","display_name":"Dongzhan Zhou","orcid":"https://orcid.org/0000-0001-6568-5440"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Dongzhan","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5100366416"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.8860999941825867,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.8860999941825867,"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":0.8442999720573425,"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/T10028","display_name":"Topic Modeling","score":0.765500009059906,"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/multimodal-therapy","display_name":"Multimodal therapy","score":0.5070786476135254},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.43936794996261597},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4201987385749817},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.3624342083930969},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35616278648376465},{"id":"https://openalex.org/keywords/psychotherapist","display_name":"Psychotherapist","score":0.1881791055202484}],"concepts":[{"id":"https://openalex.org/C4441509","wikidata":"https://www.wikidata.org/wiki/Q6418787","display_name":"Multimodal therapy","level":2,"score":0.5070786476135254},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43936794996261597},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4201987385749817},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3624342083930969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35616278648376465},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.1881791055202484}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2411.18203","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.18203","pdf_url":"https://arxiv.org/pdf/2411.18203","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2411.18203","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2411.18203","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2411.18203","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.18203","pdf_url":"https://arxiv.org/pdf/2411.18203","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4405032200.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Vision-language":[0],"models":[1],"(VLMs)":[2],"have":[3],"shown":[4],"remarkable":[5],"advancements":[6],"in":[7,239],"multimodal":[8,221,242],"reasoning":[9,29,49,57,71,96,148,196,222],"tasks.":[10,149],"However,":[11],"they":[12],"still":[13],"often":[14],"generate":[15],"inaccurate":[16],"or":[17,27],"irrelevant":[18],"responses":[19,97],"due":[20],"to":[21,46,86,99,141,170,230],"issues":[22],"like":[23],"hallucinated":[24],"image":[25],"understandings":[26],"unrefined":[28],"paths.":[30,89],"To":[31],"address":[32],"these":[33,88],"challenges,":[34],"we":[35],"introduce":[36],"Critic-V,":[37],"a":[38,107,122,161,201,216,227],"novel":[39],"framework":[40,54,125,181],"inspired":[41],"by":[42,62,121,167],"the":[43,48,56,67,80,93,113,127,143,179,206,212,232],"Actor-Critic":[44],"paradigm":[45],"boost":[47,142],"capability":[50,145],"of":[51,134,164,191,234],"VLMs.":[52],"This":[53,115],"decouples":[55],"process":[58,61,117],"and":[59,76,79,198,208,219,248],"critic":[60,173],"integrating":[63],"two":[64],"independent":[65],"components:":[66],"Reasoner,":[68],"which":[69,82,102],"generates":[70,95],"paths":[72],"based":[73,109],"on":[74,110,146,188],"visual":[75],"textual":[77],"inputs,":[78],"Critic,":[81],"provides":[83,226],"constructive":[84,209],"critique":[85],"refine":[87],"In":[90],"this":[91],"approach,":[92],"Reasoner":[94,207],"according":[98],"text":[100],"prompts,":[101],"can":[103],"evolve":[104],"iteratively":[105],"as":[106,245],"policy":[108,204],"feedback":[111,140,210],"from":[112,211],"Critic.":[114],"interaction":[116],"was":[118],"theoretically":[119],"driven":[120],"reinforcement":[123],"learning":[124],"where":[126],"Critic":[128,151,214],"offers":[129],"natural":[130],"language":[131],"critiques":[132,165],"instead":[133],"scalar":[135],"rewards,":[136],"enabling":[137],"more":[138,217],"nuanced":[139],"Reasoner's":[144],"complex":[147],"The":[150],"model":[152],"is":[153],"trained":[154],"using":[155],"Direct":[156],"Preference":[157],"Optimization":[158],"(DPO),":[159],"leveraging":[160],"preference":[162],"dataset":[163],"ranked":[166],"Rule-based":[168],"Reward~(RBR)":[169],"enhance":[171,231],"its":[172],"capabilities.":[174],"Evaluation":[175],"results":[176],"show":[177],"that":[178],"Critic-V":[180],"significantly":[182],"outperforms":[183],"existing":[184],"methods,":[185],"including":[186],"GPT-4V,":[187],"5":[189],"out":[190],"8":[192],"benchmarks,":[193],"especially":[194],"regarding":[195],"accuracy":[197],"efficiency.":[199],"Combining":[200],"dynamic":[202],"text-based":[203],"for":[205],"preference-optimized":[213],"enables":[215],"reliable":[218],"context-sensitive":[220],"process.":[223],"Our":[224],"approach":[225],"promising":[228],"solution":[229],"reliability":[233],"VLMs,":[235],"improving":[236],"their":[237],"performance":[238],"real-world":[240],"reasoning-heavy":[241],"applications":[243],"such":[244],"autonomous":[246],"driving":[247],"embodied":[249],"intelligence.":[250]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}