{"id":"https://openalex.org/W4400062180","doi":"https://doi.org/10.1109/taffc.2024.3419593","title":"A Wide Evaluation of ChatGPT on Affective Computing Tasks","display_name":"A Wide Evaluation of ChatGPT on Affective Computing Tasks","publication_year":2024,"publication_date":"2024-06-26","ids":{"openalex":"https://openalex.org/W4400062180","doi":"https://doi.org/10.1109/taffc.2024.3419593"},"language":"en","primary_location":{"id":"doi:10.1109/taffc.2024.3419593","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2024.3419593","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Affective Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/118887/118887.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078258316","display_name":"Mostafa M. Amin","orcid":"https://orcid.org/0000-0002-3175-2817"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mostafa M. Amin","raw_affiliation_strings":["Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Augsburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3175-2817","affiliations":[{"raw_affiliation_string":"Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062187850","display_name":"Rui Mao","orcid":"https://orcid.org/0000-0002-1082-8755"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Rui Mao","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-1082-8755","affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100752356","display_name":"Erik Cambria","orcid":"https://orcid.org/0000-0002-3030-1280"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Erik Cambria","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-3030-1280","affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043060302","display_name":"Bj\u00f6rn W. Schuller","orcid":"https://orcid.org/0000-0002-6478-8699"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bj\u00f6rn W. Schuller","raw_affiliation_strings":["GLAM – The group on Language, Audio, and Music, Imperial College London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-6478-8699","affiliations":[{"raw_affiliation_string":"GLAM – The group on Language, Audio, and Music, Imperial College London, London, U.K","institution_ids":["https://openalex.org/I47508984"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":18.9235,"has_fulltext":true,"cited_by_count":57,"citation_normalized_percentile":{"value":0.99546776,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"15","issue":"4","first_page":"2204","last_page":"2212"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.944100022315979,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.944100022315979,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.900600016117096,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/affective-computing","display_name":"Affective computing","score":0.7660901546478271},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5608779788017273},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.468459814786911},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4354199171066284},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.425975501537323},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3701733648777008}],"concepts":[{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.7660901546478271},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5608779788017273},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.468459814786911},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4354199171066284},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.425975501537323},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3701733648777008}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/taffc.2024.3419593","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2024.3419593","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Affective Computing","raw_type":"journal-article"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:118887","is_oa":true,"landing_page_url":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/118887","pdf_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/118887/118887.pdf","source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1773052","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1773052","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:uni-augsburg.opus-bayern.de:118887","is_oa":true,"landing_page_url":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/118887","pdf_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/118887/118887.pdf","source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400062180.pdf","grobid_xml":"https://content.openalex.org/works/W4400062180.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W2102770351","https://openalex.org/W2114524997","https://openalex.org/W2144005487","https://openalex.org/W2251294039","https://openalex.org/W2251648804","https://openalex.org/W2306941105","https://openalex.org/W2490662969","https://openalex.org/W2572381542","https://openalex.org/W2573933330","https://openalex.org/W2753259282","https://openalex.org/W2798651446","https://openalex.org/W2896457183","https://openalex.org/W2963223838","https://openalex.org/W3005891272","https://openalex.org/W3034990686","https://openalex.org/W3096259383","https://openalex.org/W3173686806","https://openalex.org/W3186905198","https://openalex.org/W4210999079","https://openalex.org/W4213072767","https://openalex.org/W4247934745","https://openalex.org/W4251179700","https://openalex.org/W4254718357","https://openalex.org/W4294170691","https://openalex.org/W4294982692","https://openalex.org/W4312742960","https://openalex.org/W4318832809","https://openalex.org/W4327500091","https://openalex.org/W4367353919","https://openalex.org/W4379259169","https://openalex.org/W4382463665","https://openalex.org/W4384207668","https://openalex.org/W4385565439","https://openalex.org/W4385572047","https://openalex.org/W4385734115","https://openalex.org/W4387314076","https://openalex.org/W4389473931","https://openalex.org/W4389484816","https://openalex.org/W4389523688","https://openalex.org/W4389523957","https://openalex.org/W4401042286","https://openalex.org/W4404658388","https://openalex.org/W6631190155","https://openalex.org/W6766673545","https://openalex.org/W6778883912","https://openalex.org/W6800546666","https://openalex.org/W6800751262","https://openalex.org/W6810738896","https://openalex.org/W6838461927","https://openalex.org/W6840314887","https://openalex.org/W6843059292","https://openalex.org/W6850182213","https://openalex.org/W6850724024","https://openalex.org/W6850936240","https://openalex.org/W6851854424","https://openalex.org/W6854229184","https://openalex.org/W6854866820","https://openalex.org/W6855917509","https://openalex.org/W6862923062"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2931662336","https://openalex.org/W2077865380","https://openalex.org/W2765597752","https://openalex.org/W2134894512","https://openalex.org/W2083375246","https://openalex.org/W2067108088","https://openalex.org/W2085372204","https://openalex.org/W201196341"],"abstract_inverted_index":{"With":[0],"the":[1,58,73,76,126,163,167,191],"rise":[2],"of":[3,26,45,60,75,166,174],"foundation":[4,18],"models,":[5,78],"a":[6,28,122,171],"new":[7],"artificial":[8],"intelligence":[9],"paradigm":[10],"has":[11],"emerged,":[12],"by":[13,137],"simply":[14],"using":[15],"general":[16],"purpose":[17],"models":[19,37,62,128,169,201],"with":[20,206],"prompting":[21],"to":[22,41,124,194],"solve":[23],"problems":[24,47,205],"instead":[25],"training":[27],"separate":[29],"machine":[30],"learning":[31],"model":[32],"for":[33,57,204],"each":[34],"problem.":[35],"Such":[36],"have":[38,42,183],"been":[39],"shown":[40,184],"emergent":[43,164],"properties":[44],"solving":[46],"that":[48],"they":[49],"were":[50],"not":[51],"initially":[52],"trained":[53],"on.":[54],"The":[55,160,199],"studies":[56],"effectiveness":[59],"such":[61,132,152,209],"are":[63],"still":[64],"quite":[65],"limited.":[66],"In":[67],"this":[68],"work,":[69],"we":[70],"widely":[71],"study":[72],"capabilities":[74],"ChatGPT":[77,127,146,168,200],"namely":[79,88],"GPT-4":[80,182],"and":[81,117,158,180,213],"GPT-3.5,":[82],"on":[83,129,170,187],"13":[84],"affective":[85,175],"computing":[86,176],"problems,":[87,131,136,177,189],"aspect":[89,91],"extraction,":[90,95],"polarity":[92],"classification,":[93],"opinion":[94],"sentiment":[96,98],"analysis,":[97],"intensity":[99,102,134],"ranking,":[100,103],"emotions":[101],"suicide":[104],"tendency":[105],"detection,":[106,108,116],"toxicity":[107],"well-being":[109],"assessment,":[110,114],"engagement":[111,211],"measurement,":[112],"personality":[113],"sarcasm":[115],"subjectivity":[118,214],"detection.":[119,215],"We":[120,144],"introduce":[121],"framework":[123],"evaluate":[125],"regression-based":[130],"as":[133,140,153,210],"ranking":[135,142],"modelling":[138],"them":[139],"pairwise":[141],"classification.":[143],"compare":[145],"against":[147],"more":[148],"traditional":[149],"NLP":[150],"methods,":[151],"end-to-end":[154],"recurrent":[155],"neural":[156],"networks":[157],"transformers.":[159],"results":[161],"demonstrate":[162],"abilities":[165],"wide":[172],"range":[173],"where":[178],"GPT-3.5":[179],"especially":[181],"strong":[185],"performance":[186],"many":[188],"particularly":[190],"ones":[192],"related":[193],"sentiment,":[195],"emotions,":[196],"or":[197],"toxicity.":[198],"fell":[202],"short":[203],"implicit":[207],"signals,":[208],"measurement":[212]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":4}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}