{"id":"https://openalex.org/W4401750504","doi":"https://doi.org/10.1109/tpami.2024.3447778","title":"Multimodal Cross-Lingual Summarization for Videos: A Revisit in Knowledge Distillation Induced Triple-Stage Training Method","display_name":"Multimodal Cross-Lingual Summarization for Videos: A Revisit in Knowledge Distillation Induced Triple-Stage Training Method","publication_year":2024,"publication_date":"2024-08-22","ids":{"openalex":"https://openalex.org/W4401750504","doi":"https://doi.org/10.1109/tpami.2024.3447778","pmid":"https://pubmed.ncbi.nlm.nih.gov/39172610"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2024.3447778","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3447778","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","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/A5018985705","display_name":"Nayu Liu","orcid":"https://orcid.org/0000-0002-7664-9856"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Nayu Liu","raw_affiliation_strings":["School of Computer Science and Technology, Tiangong University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tiangong University, Tianjin, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068039769","display_name":"Kaiwen Wei","orcid":"https://orcid.org/0000-0002-5830-0802"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaiwen Wei","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111595030","display_name":"Yong Yang","orcid":"https://orcid.org/0000-0002-9831-8783"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Yang","raw_affiliation_strings":["School of Computer Science and Technology, Tiangong University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tiangong University, Tianjin, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112613657","display_name":"Jianhua Tao","orcid":"https://orcid.org/0000-0002-9344-6428"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Tao","raw_affiliation_strings":["Department of Automation, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005905514","display_name":"Xian Sun","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"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian Sun","raw_affiliation_strings":["Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075545191","display_name":"Fanglong Yao","orcid":"https://orcid.org/0000-0003-4187-9755"},"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"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanglong Yao","raw_affiliation_strings":["Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006720439","display_name":"Hongfeng Yu","orcid":"https://orcid.org/0000-0002-8138-1372"},"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"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongfeng Yu","raw_affiliation_strings":["Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100783142","display_name":"Li Jin","orcid":"https://orcid.org/0000-0001-8833-4862"},"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"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Jin","raw_affiliation_strings":["Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Network Information System Technology (NIST), Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101578581","display_name":"Zhao Lv","orcid":"https://orcid.org/0000-0001-9727-366X"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao Lv","raw_affiliation_strings":["Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University, Hefei, Anhui, China"],"affiliations":[{"raw_affiliation_string":"Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037493212","display_name":"Cunhang Fan","orcid":"https://orcid.org/0000-0001-6318-8803"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cunhang Fan","raw_affiliation_strings":["Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University, Hefei, Anhui, China"],"affiliations":[{"raw_affiliation_string":"Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5018985705"],"corresponding_institution_ids":["https://openalex.org/I198091727"],"apc_list":null,"apc_paid":null,"fwci":1.4957,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83608542,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"46","issue":"12","first_page":"10697","last_page":"10714"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9750000238418579,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9750000238418579,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9217000007629395,"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/automatic-summarization","display_name":"Automatic summarization","score":0.7977327108383179},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6684170961380005},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6358118057250977},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.5157302021980286},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.46163368225097656},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.4368301331996918},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41226670145988464},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38786354660987854},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.335416316986084},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.333482027053833}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.7977327108383179},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6684170961380005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6358118057250977},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5157302021980286},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.46163368225097656},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.4368301331996918},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41226670145988464},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38786354660987854},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.335416316986084},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.333482027053833},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2024.3447778","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3447778","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:39172610","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39172610","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":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1902237438","https://openalex.org/W1956340063","https://openalex.org/W1979194117","https://openalex.org/W2051328185","https://openalex.org/W2101105183","https://openalex.org/W2251834758","https://openalex.org/W2465299637","https://openalex.org/W2532926524","https://openalex.org/W2619947201","https://openalex.org/W2759570332","https://openalex.org/W2808413133","https://openalex.org/W2890721473","https://openalex.org/W2890952074","https://openalex.org/W2891444075","https://openalex.org/W2899274165","https://openalex.org/W2899449303","https://openalex.org/W2949530332","https://openalex.org/W2953104586","https://openalex.org/W2962934715","https://openalex.org/W2963351113","https://openalex.org/W2971139875","https://openalex.org/W2997326549","https://openalex.org/W2998733554","https://openalex.org/W3001434439","https://openalex.org/W3015685572","https://openalex.org/W3034999214","https://openalex.org/W3035691816","https://openalex.org/W3100932507","https://openalex.org/W3103670612","https://openalex.org/W3104210310","https://openalex.org/W3106445907","https://openalex.org/W3164744211","https://openalex.org/W3176675602","https://openalex.org/W3199294715","https://openalex.org/W3206570195","https://openalex.org/W3211495814","https://openalex.org/W4220798700","https://openalex.org/W4221141894","https://openalex.org/W4223616439","https://openalex.org/W4225985623","https://openalex.org/W4282937133","https://openalex.org/W4283802945","https://openalex.org/W4312450628","https://openalex.org/W4312804044","https://openalex.org/W4313141777","https://openalex.org/W4313591130","https://openalex.org/W4383337770","https://openalex.org/W4384519194","https://openalex.org/W4384642697","https://openalex.org/W4385245566","https://openalex.org/W4385571121","https://openalex.org/W4385571310","https://openalex.org/W4385572291","https://openalex.org/W4385573707","https://openalex.org/W4386566521","https://openalex.org/W4386870528","https://openalex.org/W4389519587","https://openalex.org/W4389519799","https://openalex.org/W4389524037","https://openalex.org/W4401042371","https://openalex.org/W4404534210","https://openalex.org/W6605159856","https://openalex.org/W6675562457","https://openalex.org/W6678262379","https://openalex.org/W6678965690","https://openalex.org/W6682631176","https://openalex.org/W6734312481","https://openalex.org/W6755559483","https://openalex.org/W6784105630","https://openalex.org/W6784583603","https://openalex.org/W6810321679","https://openalex.org/W6810738896","https://openalex.org/W6858522248","https://openalex.org/W6955071965"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2091301346","https://openalex.org/W3148229873","https://openalex.org/W4389760904","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W4306886878","https://openalex.org/W1517524280","https://openalex.org/W4323520239"],"abstract_inverted_index":{"Multimodal":[0],"summarization":[1,46],"(MS)":[2],"for":[3,47,150],"videos":[4,35,48],"aims":[5,51],"to":[6,26,33,42,52,83,94,117,156,173,186,212,228,243,252],"generate":[7,53],"summaries":[8,55],"from":[9,56,89,258],"multi-source":[10],"information":[11,122,215],"(e.g.,":[12],"video":[13],"and":[14,68,120,130,144,152,169,182,246],"text":[15],"transcript),":[16],"showing":[17],"promising":[18],"progress":[19],"recently.":[20],"However,":[21],"existing":[22],"works":[23],"are":[24],"limited":[25],"monolingual":[27,91],"scenarios,":[28],"neglecting":[29],"non-native":[30],"viewers'":[31],"needs":[32],"understand":[34],"in":[36,71,127,197],"other":[37],"languages.":[38],"It":[39],"stimulates":[40],"us":[41],"introduce":[43],"multimodal":[44,57,119],"cross-lingual":[45,54,121,137,162],"(MCLS),":[49],"which":[50],"input":[58],"of":[59,64,164,177,190,193],"videos.":[60],"Considering":[61],"the":[62,101,114,128,188,207,220,225,236,259],"challenge":[63,189],"high":[65],"annotation":[66],"cost":[67],"resource":[69],"constraints":[70],"MCLS,":[72],"we":[73,134],"propose":[74,135],"a":[75,105],"knowledge":[76,88,138,159,257],"distillation":[77,139,143,147,154,204],"(KD)":[78],"induced":[79],"triple-stage":[80,102],"training":[81,103],"method":[82,238],"assist":[84],"MCLS":[85,170,183,230,253],"by":[86,255],"transferring":[87,256],"abundant":[90],"MS":[92,168,181,260],"data":[93,96],"those":[95],"with":[97],"insufficient":[98],"volumes.":[99],"In":[100],"method,":[104],"video-guided":[106],"dual":[107],"fusion":[108,125],"network":[109,116],"(VDF)":[110],"is":[111],"designed":[112,149],"as":[113],"backbone":[115],"integrate":[118],"through":[123],"diverse":[124],"strategies":[126],"encoder":[129],"decoder;":[131],"What's":[132],"more,":[133],"two":[136],"strategies:":[140],"adaptive":[141],"pooling":[142],"language-adaptive":[145],"warping":[146],"(LAWD),":[148],"encoder-level":[151],"vocab-level":[153],"objects":[155],"facilitate":[157],"effective":[158],"transfer":[160],"across":[161],"sequences":[163,176,196],"varying":[165,178],"lengths":[166,179],"between":[167,180],"models.":[171,184],"Specifically,":[172,185],"tackle":[174,187],"lingual":[175],"unequal":[191],"length":[192],"parallel":[194],"cross-language":[195,203],"KD,":[198],"LAWD":[199],"can":[200,247],"directly":[201],"conduct":[202],"while":[205],"keeping":[206],"language":[208],"feature":[209],"shape":[210],"unchanged":[211],"reduce":[213],"potential":[214],"loss.":[216],"We":[217],"meticulously":[218],"annotated":[219],"How2-MCLS":[221],"dataset":[222,227],"based":[223],"on":[224],"How2":[226],"simulate":[229],"scenarios.":[231],"Experimental":[232],"results":[233],"show":[234],"that":[235],"proposed":[237],"achieves":[239],"competitive":[240],"performance":[241,250],"compared":[242],"strong":[244],"baselines,":[245],"bring":[248],"substantial":[249],"improvements":[251],"models":[254],"model.":[261]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}