{"id":"https://openalex.org/W4412888155","doi":"https://doi.org/10.18653/v1/2025.findings-acl.870","title":"SeqMMR: Sequential Model Merging and LLM Routing for Enhanced Batched Sequential Knowledge Editing","display_name":"SeqMMR: Sequential Model Merging and LLM Routing for Enhanced Batched Sequential Knowledge Editing","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412888155","doi":"https://doi.org/10.18653/v1/2025.findings-acl.870"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.findings-acl.870","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.870","pdf_url":"https://aclanthology.org/2025.findings-acl.870.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":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-acl.870.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119181349","display_name":"Shanbao Qiao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shanbao Qiao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Xuebing Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xuebing Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101112531","display_name":"Akshat Gupta","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Akshat Gupta","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5066848156","display_name":"Seung\u2010Hoon Na","orcid":"https://orcid.org/0000-0002-4372-7125"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Seung-Hoon Na","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":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"16932","last_page":"16947"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10564","display_name":"Wastewater Treatment and Nitrogen Removal","score":0.8489000201225281,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10564","display_name":"Wastewater Treatment and Nitrogen Removal","score":0.8489000201225281,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.8052999973297119,"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":0.7958564758300781},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.6471070647239685},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.42825186252593994},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.34727680683135986},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.23983079195022583}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7958564758300781},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.6471070647239685},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.42825186252593994},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.34727680683135986},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.23983079195022583}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-acl.870","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.870","pdf_url":"https://aclanthology.org/2025.findings-acl.870.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":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-acl.870","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.870","pdf_url":"https://aclanthology.org/2025.findings-acl.870.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":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1448736063","display_name":null,"funder_award_id":"RS-2023-00216011","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G2246695849","display_name":null,"funder_award_id":"RS-2020-II201336","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G36973146","display_name":null,"funder_award_id":"RS-2020-II201336","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320321348","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412888155.pdf","grobid_xml":"https://content.openalex.org/works/W4412888155.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2154356865"],"abstract_inverted_index":{"Model":[0,86],"knowledge":[1,16,58,81,109,129,151],"editing":[2,31,35,40,82],"enables":[3],"the":[4,11,37,50,114,120,127,162],"efficient":[5],"correction":[6],"of":[7,14,66,102,116],"erroneous":[8],"information":[9],"and":[10,32,59,88,159],"continuous":[12],"updating":[13],"outdated":[15],"within":[17],"language":[18],"models.While":[19],"existing":[20],"research":[21],"has":[22],"demonstrated":[23],"strong":[24],"performance":[25,154],"in":[26,49,138],"single-instance":[27],"or":[28],"few-instance":[29],"sequential":[30,39,80],"one-time":[33],"massive":[34],"scenarios,":[36],"batched":[38,67,79],"paradigm":[41],"remains":[42],"a":[43,89],"significant":[44],"challenge.The":[45],"primary":[46],"issue":[47],"lies":[48],"model's":[51,163],"tendency":[52],"to":[53,126,130],"gradually":[54],"forget":[55],"previously":[56,117],"edited":[57,118,128],"become":[60],"increasingly":[61],"unstable":[62],"after":[63],"multiple":[64],"iterations":[65],"editing.To":[68],"address":[69],"these":[70],"challenges,":[71],"we":[72],"propose":[73],"SeqMMR,":[74],"an":[75,131],"enhanced":[76],"framework":[77],"for":[78],"that":[83,106,146],"leverages":[84],"Sequential":[85],"Merging":[87],"model":[90,121,133,139],"Router.Our":[91],"approach":[92,148],"iteratively":[93],"merges":[94],"parameters":[95],"from":[96],"current":[97],"batch-edited":[98],"models":[99],"with":[100],"those":[101],"their":[103],"predecessors,":[104],"ensuring":[105],"newly":[107],"emerging":[108],"is":[110],"integrated":[111],"while":[112],"mitigating":[113],"forgetting":[115],"knowledge.Furthermore,":[119],"router":[122],"directs":[123],"queries":[124],"unrelated":[125],"unedited":[132],"backup,":[134],"preventing":[135],"unintended":[136],"alterations":[137],"predictions.Extensive":[140],"experiments":[141],"across":[142,155],"various":[143],"datasets":[144],"demonstrate":[145],"our":[147],"effectively":[149],"mitigates":[150],"forgetting,":[152],"improves":[153],"all":[156],"previous":[157],"batches,":[158],"better":[160],"preserves":[161],"general":[164],"capabilities.":[165]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
