{"id":"https://openalex.org/W4415536595","doi":"https://doi.org/10.1145/3746027.3758178","title":"Ensuring Responses Contain Appropriate Images: Timing Judgment for Multimodal Responses","display_name":"Ensuring Responses Contain Appropriate Images: Timing Judgment for Multimodal Responses","publication_year":2025,"publication_date":"2025-10-25","ids":{"openalex":"https://openalex.org/W4415536595","doi":"https://doi.org/10.1145/3746027.3758178"},"language":null,"primary_location":{"id":"doi:10.1145/3746027.3758178","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746027.3758178","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Hao Yang","orcid":"https://orcid.org/0000-0002-8138-7387"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Yang","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-8138-7387","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103896195","display_name":"Tian Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Zheng","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0006-2378-3580","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040196605","display_name":"Yanyan Zhao","orcid":"https://orcid.org/0000-0002-1166-1459"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanyan Zhao","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-1166-1459","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017671620","display_name":"Bing Qin","orcid":"https://orcid.org/0000-0002-2543-5604"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Qin","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-2543-5604","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"12501","last_page":"12508"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.7771999835968018,"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"}},"topics":[{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.7771999835968018,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7074000239372253},{"id":"https://openalex.org/keywords/multimodality","display_name":"Multimodality","score":0.582099974155426},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4982999861240387},{"id":"https://openalex.org/keywords/multimodal-interaction","display_name":"Multimodal interaction","score":0.36559998989105225},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.34439998865127563}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7379999756813049},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7074000239372253},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.582099974155426},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4982999861240387},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4977000057697296},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4487000107765198},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36629998683929443},{"id":"https://openalex.org/C135641252","wikidata":"https://www.wikidata.org/wiki/Q738567","display_name":"Multimodal interaction","level":2,"score":0.36559998989105225},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.34439998865127563},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.31200000643730164},{"id":"https://openalex.org/C86034646","wikidata":"https://www.wikidata.org/wiki/Q474311","display_name":"Semantic gap","level":4,"score":0.29330000281333923},{"id":"https://openalex.org/C2776544517","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Unexpected events","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3746027.3758178","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746027.3758178","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W1933349210"],"related_works":[],"abstract_inverted_index":{"The":[0],"integration":[1],"of":[2,29,173,185],"multimodal":[3,88,104,175],"information,":[4],"particularly":[5],"visual":[6,161],"content,":[7],"into":[8],"dialogue":[9,50,106,188],"systems":[10,51,113],"has":[11,22],"primarily":[12],"focused":[13],"on":[14,66,114,121],"interpreting":[15],"user-provided":[16],"inputs,":[17],"while":[18],"comparatively":[19],"little":[20],"attention":[21],"been":[23],"given":[24],"to":[25,32,52,58,109,133,159],"the":[26,171,183],"proactive":[27,174],"use":[28],"such":[30],"content":[31,162],"enhance":[33],"responses.":[34],"In":[35],"this":[36,46,74,115],"paper,":[37],"we":[38,76],"explore":[39],"a":[40,82,101,156],"new":[41,179],"research":[42],"direction":[43],"that":[44,140],"addresses":[45],"gap":[47],"by":[48],"enabling":[49],"autonomously":[53],"determine":[54],"when":[55,163],"and":[56,69,111,125,150,177,191],"how":[57],"supplement":[59],"textual":[60],"responses":[61],"with":[62,97,128,143],"relevant":[63],"images,":[64],"based":[65],"conversational":[67],"context":[68],"user":[70],"intent.":[71],"To":[72],"support":[73],"goal,":[75],"propose":[77],"AMI":[78],"(Automated":[79],"Multimodal":[80],"Insertion),":[81],"novel":[83],"framework":[84],"for":[85,181],"dynamic,":[86],"context-aware":[87],"supplementation":[89,176],"in":[90],"dialogue.":[91],"We":[92],"also":[93,154],"introduce":[94],"RID":[95,117,144],"(Response":[96],"Appropriate":[98],"Image":[99],"Dataset),":[100],"bilingual":[102],"(Chinese-English)":[103],"multi-turn":[105],"dataset":[107],"designed":[108],"train":[110],"evaluate":[112],"capability.":[116],"features":[118],"fine-grained":[119],"annotations":[120],"image":[122],"insertion":[123],"timing":[124],"rationale,":[126],"along":[127],"carefully":[129],"aligned":[130],"image-text":[131],"pairs":[132],"ensure":[134],"semantic":[135],"coherence.":[136],"Our":[137],"experiments":[138],"demonstrate":[139],"models":[141],"trained":[142],"not":[145],"only":[146],"generate":[147],"more":[148],"informative":[149],"engaging":[151],"responses,":[152],"but":[153],"exhibit":[155],"stronger":[157],"ability":[158],"leverage":[160],"it":[164],"is":[165],"truly":[166],"beneficial.":[167],"These":[168],"findings":[169],"highlight":[170],"potential":[172],"offer":[178],"insights":[180],"advancing":[182],"development":[184],"intelligent,":[186],"human-like":[187],"systems.":[189],"Code":[190],"data":[192],"are":[193],"available":[194],"at:":[195],"https://github.com/Tanthen/SCIR-AMI.":[196]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-25T00:00:00"}
