{"id":"https://openalex.org/W4402683130","doi":"https://doi.org/10.18653/v1/2024.lchange-1.18","title":"A Few-shot Learning Approach for Lexical Semantic Change Detection Using GPT-4","display_name":"A Few-shot Learning Approach for Lexical Semantic Change Detection Using GPT-4","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402683130","doi":"https://doi.org/10.18653/v1/2024.lchange-1.18"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2024.lchange-1.18","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.lchange-1.18","pdf_url":"https://aclanthology.org/2024.lchange-1.18.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 5th Workshop on Computational Approaches to Historical Language Change","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2024.lchange-1.18.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107957170","display_name":"Zhengfei Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Zhengfei Ren","raw_affiliation_strings":["ADAPT Centre , School of Computing , Dublin City University , Dublin 9 , Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ADAPT Centre , School of Computing , Dublin City University , Dublin 9 , Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061679230","display_name":"Annalina Caputo","orcid":"https://orcid.org/0000-0002-7144-8545"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Annalina Caputo","raw_affiliation_strings":["ADAPT Centre , School of Computing , Dublin City University , Dublin 9 , Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ADAPT Centre , School of Computing , Dublin City University , Dublin 9 , Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101686757","display_name":"Gareth A. Jones","orcid":"https://orcid.org/0000-0002-7082-7025"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Gareth Jones","raw_affiliation_strings":["ADAPT Centre , School of Computing , Dublin City University , Dublin 9 , Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ADAPT Centre , School of Computing , Dublin City University , Dublin 9 , Ireland","institution_ids":["https://openalex.org/I42934936"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.601,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.73883685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"187","last_page":"192"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.8939999938011169,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.8939999938011169,"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":0.7331575155258179},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5889283418655396},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.5759299993515015},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5349302291870117},{"id":"https://openalex.org/keywords/semantic-change","display_name":"Semantic change","score":0.5324049592018127},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.5110007524490356},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.08015704154968262}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7331575155258179},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5889283418655396},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.5759299993515015},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5349302291870117},{"id":"https://openalex.org/C36391188","wikidata":"https://www.wikidata.org/wiki/Q1939117","display_name":"Semantic change","level":2,"score":0.5324049592018127},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.5110007524490356},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.08015704154968262},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2024.lchange-1.18","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.lchange-1.18","pdf_url":"https://aclanthology.org/2024.lchange-1.18.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 5th Workshop on Computational Approaches to Historical Language Change","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2024.lchange-1.18","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.lchange-1.18","pdf_url":"https://aclanthology.org/2024.lchange-1.18.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 5th Workshop on Computational Approaches to Historical Language Change","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2394637485","display_name":"SFI Centre for Research Training in Artificial Intelligence","funder_award_id":"18/CRT/6223","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402683130.pdf","grobid_xml":"https://content.openalex.org/works/W4402683130.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2074502265","https://openalex.org/W4214877189","https://openalex.org/W2773965352","https://openalex.org/W2381179799","https://openalex.org/W2980279061","https://openalex.org/W3204019825","https://openalex.org/W2343427588","https://openalex.org/W4394944612","https://openalex.org/W3090836511","https://openalex.org/W2902422922"],"abstract_inverted_index":{"Lexical":[0],"Semantic":[1],"Change":[2],"Detection":[3],"(LSCD)":[4],"aims":[5],"to":[6,48,93,120],"detect":[7,94],"language":[8,59,100],"change":[9,101],"from":[10],"a":[11,27,36],"diachronic":[12],"corpus":[13],"over":[14,19],"time.We":[15],"can":[16],"see":[17],"that":[18,106,128],"the":[20,33,78,87,98,111,116,121,138],"last":[21],"two":[22],"decades":[23],"there":[24],"has":[25],"been":[26,45],"surge":[28],"in":[29,97],"research":[30],"dealing":[31],"with":[32,72,131,134],"LSC":[34],"Detection.Recently,":[35],"series":[37],"of":[38,64,91],"methods":[39],"especially":[40],"contextualized":[41],"word":[42],"embeddings":[43],"have":[44,54],"widely":[46],"established":[47],"address":[49],"this":[50,83],"task.While":[51],"several":[52],"studies":[53],"investigated":[55],"LSCD":[56,79],"using":[57,129],"large":[58],"models":[60],"(LLMs),":[61],"an":[62],"evaluation":[63,102,113],"prompt":[65],"engineering":[66],"techniques,":[67],"such":[68],"as":[69],"few-shot":[70,88],"learning":[71,89,133],"different":[73,143],"in-context":[74],"examples":[75],"for":[76],"improving":[77],"performance":[80,140],"is":[81],"required.In":[82],"study,":[84],"we":[85],"examine":[86],"ability":[90],"GPT-4":[92,130],"semantic":[95],"changes":[96],"Chinese":[99],"dataset":[103],"ChiWUG.We":[104],"show":[105],"our":[107,142],"LLM-based":[108],"solution":[109],"improves":[110],"GCD":[112],"metric":[114],"on":[115],"ChiWUG":[117],"benchmark":[118],"compared":[119],"previously":[122],"top-performing":[123],"pre-trained":[124],"system.The":[125],"result":[126],"suggests":[127],"threeshot":[132],"hand-picked":[135],"demonstrations":[136],"achieves":[137],"best":[139],"among":[141],"prompts.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-10T00:00:00"}