{"id":"https://openalex.org/W4401067403","doi":"https://doi.org/10.1145/3670105.3670140","title":"Enhancing Persona Consistency with Large Language Models","display_name":"Enhancing Persona Consistency with Large Language Models","publication_year":2024,"publication_date":"2024-05-24","ids":{"openalex":"https://openalex.org/W4401067403","doi":"https://doi.org/10.1145/3670105.3670140"},"language":"en","primary_location":{"id":"doi:10.1145/3670105.3670140","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3670105.3670140","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3670105.3670140?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 5th International Conference on Computing, Networks and Internet of Things","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3670105.3670140?download=true","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065508570","display_name":"Haozhe Shi","orcid":"https://orcid.org/0009-0000-4519-5188"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haozhe Shi","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, China"],"raw_orcid":"https://orcid.org/0009-0000-4519-5188","affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009353311","display_name":"Kun Niu","orcid":"https://orcid.org/0000-0003-1877-5982"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Niu","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, China"],"raw_orcid":"https://orcid.org/0000-0003-1877-5982","affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":1.3773,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.80429485,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"210","last_page":"215"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14074","display_name":"Persona Design and Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T14074","display_name":"Persona Design and Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10028","display_name":"Topic Modeling","score":0.9965000152587891,"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/T12031","display_name":"Speech and dialogue systems","score":0.9894999861717224,"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/persona","display_name":"Persona","score":0.8808645606040955},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6712866425514221},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6626222729682922},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3460538387298584},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27551621198654175},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.20618650317192078}],"concepts":[{"id":"https://openalex.org/C313442","wikidata":"https://www.wikidata.org/wiki/Q778556","display_name":"Persona","level":2,"score":0.8808645606040955},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6712866425514221},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6626222729682922},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3460538387298584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27551621198654175},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.20618650317192078}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3670105.3670140","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3670105.3670140","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3670105.3670140?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 5th International Conference on Computing, Networks and Internet of Things","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3670105.3670140","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3670105.3670140","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3670105.3670140?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 5th International Conference on Computing, Networks and Internet of Things","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4300000071525574,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G7615036676","display_name":null,"funder_award_id":"U21A20449","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401067403.pdf","grobid_xml":"https://content.openalex.org/works/W4401067403.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2616647696","https://openalex.org/W2945397504","https://openalex.org/W2964352131","https://openalex.org/W3015322406","https://openalex.org/W3168867926","https://openalex.org/W4221143046","https://openalex.org/W4236521339","https://openalex.org/W4385571689","https://openalex.org/W4389519325","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2795366572","https://openalex.org/W2886588594","https://openalex.org/W3005214328","https://openalex.org/W2920961600","https://openalex.org/W3091061106","https://openalex.org/W3133119467","https://openalex.org/W4287801571"],"abstract_inverted_index":{"The":[0],"capabilities":[1,17],"of":[2,66,105],"Large":[3],"Language":[4,21],"Models":[5],"(LLMs)":[6],"have":[7],"been":[8],"remarkably":[9],"enhanced":[10],"through":[11],"constant":[12],"development":[13],"and":[14,39,97,115,117],"display":[15],"impressive":[16],"in":[18],"numerous":[19],"Natural":[20],"Processing":[22],"(NLP)":[23],"tasks.":[24],"This":[25],"paper":[26,86],"introduced":[27],"an":[28,99],"effective":[29],"method":[30],"to":[31,34,44,62,108],"utilize":[32],"LLMs":[33,68],"extract":[35],"relationships,":[36],"environmental":[37],"context,":[38],"storylines":[40],"from":[41],"character":[42],"information":[43],"generate":[45],"dialogue":[46,72],"datasets":[47],"that":[48,77],"enhance":[49],"the":[50,67,81,88,103,106,118],"fine-tuned":[51,89,119],"models\u2019":[52],"persona":[53,110],"consistency.":[54],"Then,":[55],"this":[56,85],"research":[57],"employed":[58],"Low-Rank":[59],"Adaptation":[60],"(LoRA)":[61],"perform":[63],"cost-effective":[64],"fine-tuning":[65],"based":[69],"on":[70,102],"these":[71],"datasets,":[73],"thus":[74],"creating":[75],"models":[76,90,107,120],"can":[78],"act":[79],"as":[80],"specific":[82],"character.":[83],"Finally,":[84],"evaluated":[87],"using":[91],"automated":[92],"metrics":[93],"for":[94],"objective":[95],"analysis":[96],"conducted":[98],"evaluation":[100],"focusing":[101],"ability":[104],"maintain":[109],"consistency,":[111],"including":[112],"self-awareness,":[113],"robustness,":[114],"individuality,":[116],"demonstrated":[121],"superior":[122],"performance":[123],"over":[124],"baseline":[125],"models.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}