{"id":"https://openalex.org/W4387031614","doi":"https://doi.org/10.48550/arxiv.2309.12881","title":"Affect Recognition in Conversations Using Large Language Models","display_name":"Affect Recognition in Conversations Using Large Language Models","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4387031614","doi":"https://doi.org/10.48550/arxiv.2309.12881"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2309.12881","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_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/2309.12881","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031650617","display_name":"Shutong Feng","orcid":"https://orcid.org/0000-0002-1307-4223"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Feng, Shutong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077772423","display_name":"Guangzhi Sun","orcid":"https://orcid.org/0000-0002-5886-056X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Guangzhi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044076701","display_name":"Nurul Lubis","orcid":"https://orcid.org/0000-0002-4461-7243"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lubis, Nurul","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100460283","display_name":"Chao Zhang","orcid":"https://orcid.org/0000-0003-4286-8468"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Chao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5051889115","display_name":"Milica Ga\u0161i\u0107","orcid":"https://orcid.org/0000-0003-0318-9147"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ga\u0161i\u0107, Milica","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"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":2,"citation_normalized_percentile":{"value":0.931935,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":76,"max":82},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9652,"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/T12488","display_name":"Mental Health via Writing","score":0.9652,"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"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.946,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/affect","display_name":"Affect","score":0.8140938},{"id":"https://openalex.org/keywords/casual","display_name":"Casual","score":0.69524693},{"id":"https://openalex.org/keywords/realm","display_name":"Realm","score":0.5624201}],"concepts":[{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.8140938},{"id":"https://openalex.org/C2781426162","wikidata":"https://www.wikidata.org/wiki/Q2275793","display_name":"Casual","level":2,"score":0.69524693},{"id":"https://openalex.org/C2778757428","wikidata":"https://www.wikidata.org/wiki/Q1250464","display_name":"Realm","level":2,"score":0.5624201},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5290605},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.51676786},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.47988546},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.47515532},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4394753},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.42552224},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.33496857},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.16561183},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.100905955},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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":3,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2309.12881","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_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.12881","pdf_url":"http://arxiv.org/pdf/2309.12881","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.2309.12881","pdf_url":null,"source":{"id":"https://openalex.org/S4393179698","display_name":"DataCite API","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I4210145204","host_organization_name":"DataCite","host_organization_lineage":["https://openalex.org/I4210145204"],"host_organization_lineage_names":["DataCite"],"type":"metadata"},"license":null,"license_id":null,"version":null}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2309.12881","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_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.78}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W756683672","https://openalex.org/W3141514971","https://openalex.org/W2979523788","https://openalex.org/W2418275466","https://openalex.org/W2387777532","https://openalex.org/W2359053655","https://openalex.org/W2166929399","https://openalex.org/W2014044877","https://openalex.org/W1673318806","https://openalex.org/W1005754617"],"abstract_inverted_index":{"Affect":[0],"recognition,":[1],"encompassing":[2],"emotions,":[3],"moods,":[4],"and":[5,26,39,67,77,92,104],"feelings,":[6],"plays":[7],"a":[8,33,60,80],"pivotal":[9],"role":[10],"in":[11,57,96,160],"human":[12,29,55],"communication.":[13],"In":[14],"the":[15,22,46,102,128,149],"realm":[16],"of":[17,48,82,107,131],"conversational":[18],"artificial":[19],"intelligence":[20],"(AI),":[21],"ability":[23],"to":[24,28,53,87,145,151],"discern":[25],"respond":[27],"affective":[30],"cues":[31],"is":[32],"critical":[34],"factor":[35],"for":[36],"creating":[37],"engaging":[38],"empathetic":[40],"interactions.":[41],"This":[42],"study":[43,124],"delves":[44],"into":[45,126],"capacity":[47],"large":[49],"language":[50],"models":[51],"(LLMs)":[52],"recognise":[54],"affect":[56,97,157],"conversations,":[58],"with":[59],"focus":[61],"on":[62,137,148],"both":[63],"open-domain":[64],"chit-chat":[65],"dialogues":[66,83],"task-oriented":[68],"dialogues.":[69],"Leveraging":[70],"three":[71],"diverse":[72],"datasets,":[73],"namely":[74],"IEMOCAP,":[75],"EmoWOZ,":[76],"DAIC-WOZ,":[78],"covering":[79],"spectrum":[81],"from":[84],"casual":[85],"conversations":[86],"clinical":[88],"interviews,":[89],"we":[90,143],"evaluated":[91],"compared":[93],"LLMs'":[94],"performance":[95],"recognition.":[98],"Our":[99],"investigation":[100],"explores":[101],"zero-shot":[103],"few-shot":[105],"capabilities":[106,159],"LLMs":[108,153],"through":[109,119],"in-context":[110],"learning":[111],"(ICL)":[112],"as":[113,115],"well":[114],"their":[116],"model":[117],"capacities":[118],"task-specific":[120],"fine-tuning.":[121],"Additionally,":[122],"this":[123,141],"takes":[125],"account":[127],"potential":[129],"impact":[130],"automatic":[132],"speech":[133],"recognition":[134,158],"(ASR)":[135],"errors":[136],"LLM":[138],"predictions.":[139],"With":[140],"work,":[142],"aim":[144],"shed":[146],"light":[147],"extent":[150],"which":[152],"can":[154],"replicate":[155],"human-like":[156],"conversations.":[161]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4387031614","counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-04-06T01:39:01.131435","created_date":"2023-09-26"}