{"id":"https://openalex.org/W7162315362","doi":"https://doi.org/10.48550/arxiv.2605.22993","title":"A Proactive Multi-Agent Dialogue Framework for Assessing Social Language Disorder Traits in Autism","display_name":"A Proactive Multi-Agent Dialogue Framework for Assessing Social Language Disorder Traits in Autism","publication_year":2026,"publication_date":"2026-05-21","ids":{"openalex":"https://openalex.org/W7162315362","doi":"https://doi.org/10.48550/arxiv.2605.22993"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.22993","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.22993","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":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.2605.22993","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004539582","display_name":"Chuanbo Hu","orcid":"https://orcid.org/0000-0003-1165-5005"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hu, Chuanbo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136897779","display_name":"Minglei Yin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yin, Minglei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136947458","display_name":"Bin Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Bin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026231570","display_name":"Wenqi Li","orcid":"https://orcid.org/0000-0003-4006-6381"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Wenqi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135563984","display_name":"Lynn K. Paul","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paul, Lynn K.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136906453","display_name":"Shuo Wang","orcid":"https://orcid.org/0000-0002-5383-3386"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Shuo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5136909607","display_name":"Xin Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Xin","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/T10106","display_name":"Autism Spectrum Disorder Research","score":0.6380000114440918,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10106","display_name":"Autism Spectrum Disorder Research","score":0.6380000114440918,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10730","display_name":"Language Development and Disorders","score":0.1347000002861023,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10465","display_name":"Neurobiology of Language and Bilingualism","score":0.07400000095367432,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autism-diagnostic-observation-schedule","display_name":"Autism Diagnostic Observation Schedule","score":0.8166999816894531},{"id":"https://openalex.org/keywords/conversation","display_name":"Conversation","score":0.6186000108718872},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.5439000129699707},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.5425999760627747},{"id":"https://openalex.org/keywords/trait","display_name":"Trait","score":0.499099999666214},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4050999879837036},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.38600000739097595},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.38199999928474426},{"id":"https://openalex.org/keywords/conversation-analysis","display_name":"Conversation analysis","score":0.3709000051021576}],"concepts":[{"id":"https://openalex.org/C2780055620","wikidata":"https://www.wikidata.org/wiki/Q4822673","display_name":"Autism Diagnostic Observation Schedule","level":4,"score":0.8166999816894531},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.640999972820282},{"id":"https://openalex.org/C2777200299","wikidata":"https://www.wikidata.org/wiki/Q52943","display_name":"Conversation","level":2,"score":0.6186000108718872},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.5439000129699707},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.5425999760627747},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.5052000284194946},{"id":"https://openalex.org/C106934330","wikidata":"https://www.wikidata.org/wiki/Q1971873","display_name":"Trait","level":2,"score":0.499099999666214},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4050999879837036},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.38600000739097595},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.38199999928474426},{"id":"https://openalex.org/C2780829048","wikidata":"https://www.wikidata.org/wiki/Q1624720","display_name":"Conversation analysis","level":3,"score":0.3709000051021576},{"id":"https://openalex.org/C2777716012","wikidata":"https://www.wikidata.org/wiki/Q5318389","display_name":"Dyad","level":2,"score":0.35690000653266907},{"id":"https://openalex.org/C130064352","wikidata":"https://www.wikidata.org/wiki/Q853725","display_name":"Social relation","level":2,"score":0.35350000858306885},{"id":"https://openalex.org/C137878579","wikidata":"https://www.wikidata.org/wiki/Q9636076","display_name":"Joint attention","level":3,"score":0.3393999934196472},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3352000117301941},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.33239999413490295},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.30720001459121704},{"id":"https://openalex.org/C511192102","wikidata":"https://www.wikidata.org/wiki/Q5156948","display_name":"Comprehension","level":2,"score":0.3050000071525574},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2978000044822693},{"id":"https://openalex.org/C2777601683","wikidata":"https://www.wikidata.org/wiki/Q6499736","display_name":"Vocabulary","level":2,"score":0.29249998927116394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2912999987602234},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C11693617","wikidata":"https://www.wikidata.org/wiki/Q181839","display_name":"Pragmatics","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C2778551981","wikidata":"https://www.wikidata.org/wiki/Q36224","display_name":"Pronoun","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C2778121785","wikidata":"https://www.wikidata.org/wiki/Q781083","display_name":"Augmentative and alternative communication","level":2,"score":0.26899999380111694},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.2565000057220459},{"id":"https://openalex.org/C164850336","wikidata":"https://www.wikidata.org/wiki/Q3685487","display_name":"Interpersonal communication","level":2,"score":0.2563999891281128}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.22993","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.22993","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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.22993","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.22993","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":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Characteristic":[0],"linguistic":[1],"behaviors":[2],"associated":[3],"with":[4,197,227],"Social":[5],"Language":[6],"Disorder":[7],"(SLD)":[8],"in":[9,109,136],"autism":[10],"spectrum":[11],"disorder,":[12],"including":[13],"echoic":[14],"repetition,":[15],"pronoun":[16],"displacement,":[17],"and":[18,28,127],"stereotyped":[19],"media":[20],"quoting,":[21],"are":[22],"largely":[23,80],"absent":[24],"from":[25,164],"spontaneous":[26],"conversation":[27,58],"only":[29],"emerge":[30],"under":[31],"specific":[32],"conversational":[33],"conditions.":[34],"In":[35],"structured":[36],"clinical":[37,139,190,233],"assessments,":[38],"this":[39],"latency":[40],"means":[41],"that":[42,73,213],"questioning":[43,71,215],"strategy":[44,126,216],"selection":[45,217],"is":[46],"a":[47,57,89,111,123,129],"critical":[48],"yet":[49],"underappreciated":[50],"determinant":[51],"of":[52,100,188,222],"how":[53],"much":[54],"diagnostic":[55,201],"information":[56],"yields.":[59],"Whether":[60],"large":[61],"language":[62,97],"models":[63],"(LLMs)":[64],"can":[65],"be":[66],"guided":[67],"to":[68,95,156],"proactively":[69],"select":[70],"strategies":[72],"systematically":[74],"surface":[75],"these":[76],"latent":[77],"traits":[78,118],"remains":[79],"unexplored.":[81],"Here":[82],"we":[83],"present":[84],"TPA":[85,167],"(Think,":[86],"Plan,":[87],"Ask),":[88],"proactive":[90,214],"multi-agent":[91],"dialogue":[92,171],"framework":[93],"applied":[94],"the":[96,101,220],"assessment":[98],"component":[99],"Autism":[102],"Diagnostic":[103],"Observation":[104],"Schedule":[105],"Module":[106],"4":[107],"(ADOS-2),":[108],"which":[110,117],"doctor":[112],"agent":[113,134],"explicitly":[114],"reasons":[115],"about":[116],"remain":[119],"unobserved":[120],"before":[121],"selecting":[122],"clinically":[124],"grounded":[125,135],"generating":[128],"targeted":[130],"question.":[131],"A":[132],"patient":[133,146,158],"real":[137,145,157,189],"ADOS-2":[138],"data":[140],"enables":[141],"reproducible":[142],"evaluation":[143],"without":[144],"participation,":[147],"validated":[148],"across":[149,174],"three":[150],"independent":[151],"experiments":[152],"confirming":[153],"adequate":[154],"fidelity":[155],"language.":[159],"Evaluated":[160],"on":[161],"484":[162],"episodes":[163],"35":[165],"patients,":[166],"outperforms":[168],"six":[169],"competitive":[170],"planning":[172],"baselines":[173],"all":[175],"primary":[176],"metrics,":[177],"achieving":[178],"82.1%":[179],"SLD":[180,224],"trait":[181,225],"coverage,":[182],"16.6%":[183],"higher":[184],"than":[185],"automated":[186,223],"replay":[187],"dialogues":[191],"conducted":[192],"by":[193],"trained":[194],"clinicians":[195],"(65.5%),":[196],"substantially":[198,218],"greater":[199],"per-turn":[200],"efficiency":[202,221],"(AUCC:":[203],"0.628":[204],"vs.":[205],"0.458,":[206],"absolute":[207],"gain":[208],"+0.170).":[209],"These":[210],"results":[211],"demonstrate":[212],"improves":[219],"assessment,":[226],"direct":[228],"implications":[229],"for":[230],"scalable":[231],"AI-assisted":[232],"screening.":[234]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-26T00:00:00"}