{"id":"https://openalex.org/W4406975181","doi":"https://doi.org/10.48550/arxiv.2501.17261","title":"NUS-Emo at SemEval-2024 Task 3: Instruction-Tuning LLM for Multimodal Emotion-Cause Analysis in Conversations","display_name":"NUS-Emo at SemEval-2024 Task 3: Instruction-Tuning LLM for Multimodal Emotion-Cause Analysis in Conversations","publication_year":2024,"publication_date":"2024-08-22","ids":{"openalex":"https://openalex.org/W4406975181","doi":"https://doi.org/10.48550/arxiv.2501.17261"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2501.17261","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2501.17261","pdf_url":"https://arxiv.org/pdf/2501.17261","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2501.17261","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109947663","display_name":"Meng Luo","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Luo, Meng","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399325","display_name":"Han Zhang","orcid":"https://orcid.org/0000-0002-6258-2486"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Han","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089517967","display_name":"Shengqiong Wu","orcid":"https://orcid.org/0000-0001-6192-1194"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Shengqiong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101922939","display_name":"Bobo Li","orcid":"https://orcid.org/0000-0002-0513-5540"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Bobo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058516510","display_name":"Hong Han","orcid":"https://orcid.org/0000-0002-8019-3740"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Han, Hong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5055815455","display_name":"Hao Fei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fei, Hao","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5109947663"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.949400007724762,"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"}},"topics":[{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.949400007724762,"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/T11148","display_name":"Language, Metaphor, and Cognition","score":0.9426000118255615,"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"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9286999702453613,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/semeval","display_name":"SemEval","score":0.759591817855835},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7516915798187256},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5913895964622498},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4482812285423279},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3526666760444641},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.344188928604126},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3215170204639435},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09500885009765625}],"concepts":[{"id":"https://openalex.org/C44572571","wikidata":"https://www.wikidata.org/wiki/Q7448970","display_name":"SemEval","level":3,"score":0.759591817855835},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7516915798187256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5913895964622498},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4482812285423279},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3526666760444641},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.344188928604126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3215170204639435},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09500885009765625},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2501.17261","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2501.17261","pdf_url":"https://arxiv.org/pdf/2501.17261","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2501.17261","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2501.17261","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":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2501.17261","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2501.17261","pdf_url":"https://arxiv.org/pdf/2501.17261","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320318547","display_name":"Baidu","ror":"https://ror.org/03vs3wt56"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406975181.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1988325893","https://openalex.org/W2751613946","https://openalex.org/W4401042251","https://openalex.org/W4399511049","https://openalex.org/W4401042926","https://openalex.org/W2026429670","https://openalex.org/W4401042641","https://openalex.org/W4287887314","https://openalex.org/W4287888941","https://openalex.org/W4221151255"],"abstract_inverted_index":{"This":[0],"paper":[1],"describes":[2],"the":[3,22,44,52,74,108,111,125,137,141,145],"architecture":[4],"of":[5,12,24,47,76,101,110,127,136],"our":[6,153],"system":[7,41],"developed":[8],"for":[9,104],"Task":[10],"3":[11],"SemEval-2024:":[13],"Multimodal":[14,29],"Emotion-Cause":[15,30],"Analysis":[16],"in":[17,59],"Conversations.":[18],"Our":[19,118],"project":[20],"targets":[21],"challenges":[23,46],"subtask":[25],"2,":[26],"dedicated":[27],"to":[28,43,106,122,151],"Pair":[31],"Extraction":[32],"with":[33,113],"Emotion":[34],"Category":[35],"(MECPE-Cat),":[36],"and":[37,62,93,139,149],"constructs":[38],"a":[39,130],"dual-component":[40],"tailored":[42],"unique":[45],"this":[48],"task.":[49],"We":[50],"divide":[51],"task":[53],"into":[54],"two":[55],"subtasks:":[56],"emotion":[57],"recognition":[58],"conversation":[60],"(ERC)":[61],"emotion-cause":[63],"pair":[64],"extraction":[65],"(ECPE).":[66],"To":[67],"address":[68],"these":[69],"subtasks,":[70],"we":[71,97],"capitalize":[72],"on":[73,144],"abilities":[75],"Large":[77],"Language":[78],"Models":[79],"(LLMs),":[80],"which":[81],"have":[82],"consistently":[83],"demonstrated":[84],"state-of-the-art":[85],"performance":[86],"across":[87],"various":[88],"natural":[89],"language":[90],"processing":[91],"tasks":[92],"domains.":[94],"Most":[95],"importantly,":[96],"design":[98],"an":[99],"approach":[100],"emotion-cause-aware":[102],"instruction-tuning":[103],"LLMs,":[105],"enhance":[107],"perception":[109],"emotions":[112],"their":[114],"corresponding":[115],"causal":[116],"rationales.":[117],"method":[119],"enables":[120],"us":[121],"adeptly":[123],"navigate":[124],"complexities":[126],"MECPE-Cat,":[128],"achieving":[129],"weighted":[131],"average":[132],"34.71%":[133],"F1":[134],"score":[135],"task,":[138],"securing":[140],"2nd":[142],"rank":[143],"leaderboard.":[146],"The":[147],"code":[148],"metadata":[150],"reproduce":[152],"experiments":[154],"are":[155],"all":[156],"made":[157],"publicly":[158],"available.":[159]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}