{"id":"https://openalex.org/W4417132154","doi":"https://doi.org/10.26599/cvm.2025.9450516","title":"Video-Bench: A Comprehensive Benchmark and Toolkit for Evaluating Video-Based Large Language Models","display_name":"Video-Bench: A Comprehensive Benchmark and Toolkit for Evaluating Video-Based Large Language Models","publication_year":2025,"publication_date":"2025-12-08","ids":{"openalex":"https://openalex.org/W4417132154","doi":"https://doi.org/10.26599/cvm.2025.9450516"},"language":"en","primary_location":{"id":"doi:10.26599/cvm.2025.9450516","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450516","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.26599/cvm.2025.9450516","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058644424","display_name":"Munan Ning","orcid":"https://orcid.org/0009-0005-3418-085X"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Munan Ning","raw_affiliation_strings":["Shenzhen Graduate School, Peking University,Shenzhen,China,518055","Shenzhen Graduate School, Peking University, Shenzhen 518055, China; Pengcheng Laboratory, Shenzhen 518000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Graduate School, Peking University,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210128628"]},{"raw_affiliation_string":"Shenzhen Graduate School, Peking University, Shenzhen 518055, China; Pengcheng Laboratory, Shenzhen 518000, China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4210128628","https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081758219","display_name":"Bin Zhu","orcid":"https://orcid.org/0000-0002-0716-6105"},"institutions":[{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Zhu","raw_affiliation_strings":["Shenzhen Graduate School, Peking University,Shenzhen,China,518055","Shenzhen Graduate School, Peking University, Shenzhen 518055, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Graduate School, Peking University,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210128628"]},{"raw_affiliation_string":"Shenzhen Graduate School, Peking University, Shenzhen 518055, China","institution_ids":["https://openalex.org/I4210128628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009438579","display_name":"Yujia Xie","orcid":"https://orcid.org/0000-0003-3626-9784"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yujia Xie","raw_affiliation_strings":["Microsoft Cloud AI,Beijing,China,100080","Microsoft Cloud AI, Beijing 100080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Cloud AI,Beijing,China,100080","institution_ids":["https://openalex.org/I1290206253"]},{"raw_affiliation_string":"Microsoft Cloud AI, Beijing 100080, China","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101403596","display_name":"Bin Lin","orcid":"https://orcid.org/0000-0002-3937-4240"},"institutions":[{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Lin","raw_affiliation_strings":["Shenzhen Graduate School, Peking University,Shenzhen,China,518055","Shenzhen Graduate School, Peking University, Shenzhen 518055, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Graduate School, Peking University,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210128628"]},{"raw_affiliation_string":"Shenzhen Graduate School, Peking University, Shenzhen 518055, China","institution_ids":["https://openalex.org/I4210128628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070944532","display_name":"Jiaxi Cui","orcid":"https://orcid.org/0000-0002-2550-979X"},"institutions":[{"id":"https://openalex.org/I2801096481","display_name":"Standards, Productivity and Innovation Board","ror":"https://ror.org/02capbb49","country_code":"SG","type":"government","lineage":["https://openalex.org/I2801096481"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jiaxi Cui","raw_affiliation_strings":["Pandalla.ai,Singapore,Singapore,048624","Pandalla.ai, Singapore 048624, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pandalla.ai,Singapore,Singapore,048624","institution_ids":["https://openalex.org/I2801096481"]},{"raw_affiliation_string":"Pandalla.ai, Singapore 048624, Singapore","institution_ids":["https://openalex.org/I2801096481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067515788","display_name":"Yuan Lu","orcid":"https://orcid.org/0000-0002-2765-1140"},"institutions":[{"id":"https://openalex.org/I4210111288","display_name":"Meta (United Kingdom)","ror":"https://ror.org/020ye1821","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210111288","https://openalex.org/I4210114444"]},{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Lu Yuan","raw_affiliation_strings":["Meta AI,Shanghai,China,201203","Shenzhen Graduate School, Peking University,Shenzhen,China,518055","Meta AI, Shanghai 201203, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Meta AI,Shanghai,China,201203","institution_ids":["https://openalex.org/I4210111288"]},{"raw_affiliation_string":"Shenzhen Graduate School, Peking University,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210128628"]},{"raw_affiliation_string":"Meta AI, Shanghai 201203, China","institution_ids":["https://openalex.org/I4210111288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037612985","display_name":"Dongdong Chen","orcid":"https://orcid.org/0000-0002-1819-8778"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dongdong Chen","raw_affiliation_strings":["Microsoft Cloud AI,Beijing,China,100080","Microsoft Cloud AI, Beijing 100080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Cloud AI,Beijing,China,100080","institution_ids":["https://openalex.org/I1290206253"]},{"raw_affiliation_string":"Microsoft Cloud AI, Beijing 100080, China","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116493713","display_name":"Li Yuan","orcid":"https://orcid.org/0000-0002-2120-5588"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210111288","display_name":"Meta (United Kingdom)","ror":"https://ror.org/020ye1821","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210111288","https://openalex.org/I4210114444"]},{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Li Yuan","raw_affiliation_strings":["Meta AI,Shanghai,China,201203","Shenzhen Graduate School, Peking University,Shenzhen,China,518055","Shenzhen Graduate School, Peking University, Shenzhen 518055, China; Pengcheng Laboratory, Shenzhen 518000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Meta AI,Shanghai,China,201203","institution_ids":["https://openalex.org/I4210111288"]},{"raw_affiliation_string":"Shenzhen Graduate School, Peking University,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210128628"]},{"raw_affiliation_string":"Shenzhen Graduate School, Peking University, Shenzhen 518055, China; Pengcheng Laboratory, Shenzhen 518000, China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4210128628","https://openalex.org/I4210136793"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.2853,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.93203375,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"12","issue":"1","first_page":"71","last_page":"84"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9406999945640564,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9406999945640564,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.012299999594688416,"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":0.004399999976158142,"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/benchmark","display_name":"Benchmark (surveying)","score":0.8795999884605408},{"id":"https://openalex.org/keywords/comprehension","display_name":"Comprehension","score":0.6442000269889832},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6279000043869019},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.40639999508857727},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.39329999685287476},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.3720000088214874},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.3716000020503998}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8795999884605408},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8230000138282776},{"id":"https://openalex.org/C511192102","wikidata":"https://www.wikidata.org/wiki/Q5156948","display_name":"Comprehension","level":2,"score":0.6442000269889832},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6279000043869019},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47940000891685486},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.460999995470047},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.40639999508857727},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.40560001134872437},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.39329999685287476},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.3720000088214874},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.3716000020503998},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3698999881744385},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3659000098705292},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.35600000619888306},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30090001225471497},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.299699991941452},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.29440000653266907},{"id":"https://openalex.org/C2983448237","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Language understanding","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2687000036239624},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.26599/cvm.2025.9450516","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450516","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9cb5106b58a249e7bfc4594815b244bb","is_oa":true,"landing_page_url":"https://doaj.org/article/9cb5106b58a249e7bfc4594815b244bb","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Visual Media, Vol 12, Iss 1, Pp 71-84 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.26599/cvm.2025.9450516","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450516","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4903924887","display_name":null,"funder_award_id":"62202014,62332002,62425101","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":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1927052826","https://openalex.org/W2122361470","https://openalex.org/W2126579184","https://openalex.org/W2425121537","https://openalex.org/W2470139095","https://openalex.org/W2618799552","https://openalex.org/W2765716052","https://openalex.org/W2946609015","https://openalex.org/W2963541336","https://openalex.org/W2963795951","https://openalex.org/W2963890755","https://openalex.org/W2964220823","https://openalex.org/W3201174429","https://openalex.org/W4307838488","https://openalex.org/W4386071707","https://openalex.org/W4389519587","https://openalex.org/W4402671548","https://openalex.org/W4402754220","https://openalex.org/W4402780269","https://openalex.org/W4403081466","https://openalex.org/W4404788931","https://openalex.org/W4410536678","https://openalex.org/W7108068597"],"related_works":[],"abstract_inverted_index":{"Video-based":[0],"large":[1],"language":[2],"models":[3],"(Video-LLMs)":[4],"have":[5],"been":[6],"recently":[7],"introduced,":[8],"targeting":[9],"both":[10],"fundamental":[11],"improvements":[12],"in":[13],"perception":[14],"and":[15,17,44,53,72,119,121,143,169,174,184],"comprehension,":[16],"a":[18,35,65,70,85,91],"diverse":[19],"range":[20],"of":[21,26,30,63,69,108,141,165,171],"user":[22],"inquiries.":[23],"In":[24,123],"pursuit":[25],"the":[27,46,61,67,106,139],"ultimate":[28],"goal":[29],"achieving":[31,166],"artificial":[32],"general":[33],"intelligence,":[34],"truly":[36],"intelligent":[37],"Video-LLM":[38],"model":[39,133],"should":[40],"not":[41],"only":[42],"see":[43],"understand":[45],"surroundings,":[47],"but":[48],"also":[49],"possess":[50],"human-level":[51],"commonsense,":[52],"make":[54],"well-informed":[55],"decisions":[56],"for":[57,95,135,178],"users.":[58],"To":[59,78],"guide":[60],"development":[62],"such":[64],"model,":[66],"establishment":[68],"robust":[71],"comprehensive":[73,87],"evaluation":[74],"system":[75],"becomes":[76],"crucial.":[77],"this":[79,81],"end,":[80],"paper":[82],"proposes":[83],"Video-Bench,":[84],"new":[86],"benchmark":[88,99,183],"along":[89],"with":[90],"toolkit":[92,129,185],"specifically":[93],"designed":[94],"evaluating":[96,105],"Video-LLMs.":[97],"The":[98,155,182],"comprises":[100],"10":[101],"meticulously":[102],"crafted":[103],"tasks,":[104,137],"capabilities":[107],"Video-LLMs":[109,152,160],"across":[110],"three":[111],"distinct":[112],"levels:":[113],"video-exclusive":[114],"understanding,":[115],"prior":[116],"knowledge-based":[117],"question-answering,":[118],"comprehension":[120,168],"decision-making.":[122],"addition,":[124],"we":[125],"introduce":[126],"an":[127],"automatic":[128],"tailored":[130],"to":[131],"process":[132],"outputs":[134],"various":[136],"facilitating":[138],"calculation":[140],"metrics":[142],"conveniently":[144],"generating":[145],"final":[146],"scores.":[147],"We":[148],"evaluate":[149],"9":[150],"representative":[151],"using":[153],"Video-Bench.":[154],"findings":[156],"reveal":[157],"that":[158],"current":[159],"still":[161],"fall":[162],"considerably":[163],"short":[164],"human-like":[167],"analysis":[170],"real-world":[172],"video,":[173],"offer":[175],"valuable":[176],"insights":[177],"future":[179],"research":[180],"directions.":[181],"are":[186],"available":[187],"at":[188],"https://github.com/PKU-YuanGroup/Video-Bench.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-12-08T00:00:00"}