{"id":"https://openalex.org/W4412889650","doi":"https://doi.org/10.18653/v1/2025.acl-long.1588","title":"Training-free LLM Merging for Multi-task Learning","display_name":"Training-free LLM Merging for Multi-task Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412889650","doi":"https://doi.org/10.18653/v1/2025.acl-long.1588"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.acl-long.1588","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-long.1588","pdf_url":"https://aclanthology.org/2025.acl-long.1588.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.acl-long.1588.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111096786","display_name":"Zichuan Fu","orcid":"https://orcid.org/0000-0003-1698-4342"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zichuan Fu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352418","display_name":"Xian Wu","orcid":"https://orcid.org/0000-0003-1118-9710"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xian Wu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062469929","display_name":"Yejing Wang","orcid":"https://orcid.org/0000-0003-2852-9910"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yejing Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059573675","display_name":"Wanyu Wang","orcid":"https://orcid.org/0000-0001-5976-0707"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wanyu Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056384174","display_name":"Shanshan Ye","orcid":"https://orcid.org/0009-0003-6961-7455"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shanshan Ye","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088492734","display_name":"Hongzhi Yin","orcid":"https://orcid.org/0000-0003-1395-261X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hongzhi Yin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029392006","display_name":"Yi Chang","orcid":"https://orcid.org/0000-0003-2697-8093"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yi Chang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051649145","display_name":"Yefeng Zheng","orcid":"https://orcid.org/0000-0003-2195-2847"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yefeng Zheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100645854","display_name":"Xiangyu Zhao","orcid":"https://orcid.org/0000-0003-2926-4416"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiangyu Zhao","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":2.9114,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.91567664,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"33111","last_page":"33124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.8676000237464905,"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/T10320","display_name":"Neural Networks and Applications","score":0.8676000237464905,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.7800999879837036,"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/computer-science","display_name":"Computer science","score":0.7837365865707397},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6769741177558899},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.4940217137336731},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4204102158546448},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37891730666160583},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32626873254776},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08873873949050903}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7837365865707397},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6769741177558899},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.4940217137336731},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4204102158546448},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37891730666160583},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32626873254776},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08873873949050903},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.18653/v1/2025.acl-long.1588","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-long.1588","pdf_url":"https://aclanthology.org/2025.acl-long.1588.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/a6fa455f-abf8-47c1-929e-63d90fa17358","is_oa":true,"landing_page_url":"https://hdl.handle.net/2031/a6fa455f-abf8-47c1-929e-63d90fa17358","pdf_url":null,"source":{"id":"https://openalex.org/S7407055387","display_name":"CityU Scholars","issn_l":null,"issn":null,"is_oa":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fu, Z, Wu, X, Wang, Y, Wang, W, Ye, S, Yin, H, Chang, Y, Zheng, Y & Zhao, X 2025, Training-free LLM Merging for Multi-task Learning. in W Che, J Nabende, E Shutova & M T Pilehvar (eds), The 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025) : Proceedings of the Conference. vol. 1: Long Papers, Proceedings of the Annual Meeting of the Association for Computational Linguistics, Association for Computational Linguistics, Kerrville, TX, pp. 33111-33124, 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025), Vienna, Austria, 27/07/25. https://doi.org/10.18653/v1/2025.acl-long.1588","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.acl-long.1588","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-long.1588","pdf_url":"https://aclanthology.org/2025.acl-long.1588.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320307285","display_name":"Impact Fund","ror":"https://ror.org/00jb20j87"},{"id":"https://openalex.org/F4320316083","display_name":"Tencent","ror":"https://ror.org/00hhjss72"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412889650.pdf","grobid_xml":"https://content.openalex.org/works/W4412889650.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Zichuan":[0],"Fu,":[1],"Xian":[2],"Wu,":[3],"Yejing":[4],"Wang,":[5,7],"Wanyu":[6],"Shanshan":[8],"Ye,":[9],"Hongzhi":[10],"Yin,":[11],"Yi":[12],"Chang,":[13],"Yefeng":[14],"Zheng,":[15],"Xiangyu":[16],"Zhao.":[17],"Proceedings":[18],"of":[19,24],"the":[20,25],"63rd":[21],"Annual":[22],"Meeting":[23],"Association":[26],"for":[27],"Computational":[28],"Linguistics":[29],"(Volume":[30],"1:":[31],"Long":[32],"Papers).":[33],"2025.":[34]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
