{"id":"https://openalex.org/W7162522134","doi":"https://doi.org/10.48550/arxiv.2605.26485","title":"OmniInteract: Benchmarking Real-World Streaming Interaction for Real-Time Omnimodal Assistants","display_name":"OmniInteract: Benchmarking Real-World Streaming Interaction for Real-Time Omnimodal Assistants","publication_year":2026,"publication_date":"2026-05-26","ids":{"openalex":"https://openalex.org/W7162522134","doi":"https://doi.org/10.48550/arxiv.2605.26485"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.26485","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.26485","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.26485","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137117312","display_name":"Xudong Lu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lu, Xudong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137169817","display_name":"Xueying Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Xueying","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137103551","display_name":"Annan Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Annan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137136775","display_name":"Yang Bo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bo, Yang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137160529","display_name":"Jinpeng Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Jinpeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137176657","display_name":"Zengliang Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Zengliang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075694004","display_name":"Nianzu Yang","orcid":"https://orcid.org/0000-0002-6099-9261"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Nianzu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137132732","display_name":"Rui Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Rui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137096460","display_name":"Xue Yang","orcid":"https://orcid.org/0000-0001-7892-2994"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Xue","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137119402","display_name":"Jingwen Hou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hou, Jingwen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5137129604","display_name":"Hongsheng Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Hongsheng","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":false,"cited_by_count":0,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.8662999868392944,"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":0.8662999868392944,"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/T12031","display_name":"Speech and dialogue systems","score":0.013299999758601189,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.012900000438094139,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/benchmarking","display_name":"Benchmarking","score":0.6632000207901001},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5925999879837036},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5879999995231628},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5849000215530396},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5371999740600586},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4691999852657318},{"id":"https://openalex.org/keywords/online-and-offline","display_name":"Online and offline","score":0.41769999265670776},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.397599995136261}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8195000290870667},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6632000207901001},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5925999879837036},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5879999995231628},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5849000215530396},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5371999740600586},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4691999852657318},{"id":"https://openalex.org/C2780102126","wikidata":"https://www.wikidata.org/wiki/Q10928179","display_name":"Online and offline","level":2,"score":0.41769999265670776},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.397599995136261},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.37860000133514404},{"id":"https://openalex.org/C187166803","wikidata":"https://www.wikidata.org/wiki/Q2835831","display_name":"Streaming algorithm","level":3,"score":0.34880000352859497},{"id":"https://openalex.org/C2777611316","wikidata":"https://www.wikidata.org/wiki/Q39045282","display_name":"Streaming data","level":2,"score":0.32690000534057617},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.3111000061035156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3057999908924103},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3041999936103821},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.30379998683929443},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.2906000018119812},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.28220000863075256},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.28130000829696655},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2685999870300293},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C2780490138","wikidata":"https://www.wikidata.org/wiki/Q7079636","display_name":"Offline learning","level":3,"score":0.2540999948978424}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.26485","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.26485","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.26485","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.26485","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0,113],"introduce":[1],"OmniInteract,":[2],"a":[3,106],"streaming":[4,26,145],"benchmark":[5],"for":[6,96],"real-time":[7],"omnimodal":[8],"large":[9],"language":[10],"models":[11,36,58,141],"evaluated":[12],"through":[13],"native":[14],"online":[15,179],"inference":[16],"over":[17],"audio-visual":[18,32],"streams.":[19],"Unlike":[20],"offline":[21,172],"video":[22],"understanding":[23],"or":[24],"text-prompted":[25],"QA,":[27],"OmniInteract":[28,73],"preserves":[29],"the":[30,54,70,148,156],"original":[31],"stream":[33,71],"and":[34,48,67,89,92,100,110,122,132,155,182],"requires":[35],"to":[37,43,59,65,178],"process":[38],"it":[39],"online,":[40],"without":[41],"access":[42],"future":[44],"content.":[45],"User":[46],"queries":[47],"ambient":[49],"sounds":[50],"are":[51],"embedded":[52],"in":[53,144,167],"audio":[55],"track,":[56],"requiring":[57],"detect":[60],"multimodal":[61],"triggers,":[62],"decide":[63],"when":[64],"respond,":[66],"answer":[68],"while":[69],"unfolds.":[72],"contains":[74],"250":[75],"videos":[76],"with":[77,147],"1,430":[78],"temporally":[79],"grounded":[80],"response":[81,108,115],"slots:":[82],"1,062":[83],"1Q1A":[84],"slots":[85,95],"across":[86],"real-time,":[87],"proactive,":[88],"nested":[90],"scenarios,":[91],"368":[93],"1QnA":[94,158],"continuous":[97],"task":[98],"monitoring":[99],"step":[101],"guidance.":[102],"Each":[103],"slot":[104],"includes":[105],"trigger,":[107],"window,":[109],"target":[111],"answer.":[112],"evaluate":[114],"correctness,":[116],"timing,":[117],"invalid":[118],"outputs,":[119],"interruption":[120],"handling,":[121],"context":[123],"continuity":[124],"using":[125],"Interaction-Aware":[126],"Quality-Timeliness":[127],"F1,":[128],"Interruption":[129],"Diagnostic":[130],"Suite,":[131],"Nested":[133],"Chain":[134],"Completion":[135],"Score.":[136],"Experiments":[137],"show":[138],"that":[139,171],"current":[140],"remain":[142],"weak":[143],"interaction,":[146],"best":[149,157],"overall":[150],"IA-QTF1":[151,159],"reaching":[152],"only":[153,160],"0.368":[154],"0.052.":[161],"Further":[162],"study":[163],"on":[164],"mathematical":[165],"reasoning":[166],"full-duplex":[168],"settings":[169],"shows":[170],"capability":[173],"does":[174],"not":[175],"necessarily":[176],"transfer":[177],"interaction.":[180],"Code":[181],"datasets":[183],"will":[184],"be":[185],"made":[186],"publicly":[187],"accessible":[188],"at":[189],"https://github.com/Lucky-Lance/OmniInteract.":[190]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-05-28T00:00:00"}