{"id":"https://openalex.org/W4408403616","doi":"https://doi.org/10.1145/3677389.3702547","title":"Divide and Conquer: Prompting Large Language Models to Identify Personalities in Long Social Posts via Chunked Voting","display_name":"Divide and Conquer: Prompting Large Language Models to Identify Personalities in Long Social Posts via Chunked Voting","publication_year":2024,"publication_date":"2024-12-16","ids":{"openalex":"https://openalex.org/W4408403616","doi":"https://doi.org/10.1145/3677389.3702547"},"language":"en","primary_location":{"id":"doi:10.1145/3677389.3702547","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3677389.3702547","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 24th ACM/IEEE Joint Conference on Digital Libraries","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116609200","display_name":"Jiayu Ren","orcid":"https://orcid.org/0009-0000-2269-2691"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayu Ren","raw_affiliation_strings":["School of Economics and Management, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0000-2269-2691","affiliations":[{"raw_affiliation_string":"School of Economics and Management, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077582679","display_name":"Chenxi Lin","orcid":"https://orcid.org/0009-0001-9598-6559"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenxi Lin","raw_affiliation_strings":["School of Economics and Management, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0001-9598-6559","affiliations":[{"raw_affiliation_string":"School of Economics and Management, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000341481","display_name":"Guoxiu He","orcid":"https://orcid.org/0000-0002-1419-7495"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoxiu He","raw_affiliation_strings":["School of Economics and Management, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-1419-7495","affiliations":[{"raw_affiliation_string":"School of Economics and Management, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I66867065"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12380","display_name":"Authorship Attribution and Profiling","score":0.9959999918937683,"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/T12380","display_name":"Authorship Attribution and Profiling","score":0.9959999918937683,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.994700014591217,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.6783254742622375},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6422810554504395},{"id":"https://openalex.org/keywords/divide-and-conquer-algorithms","display_name":"Divide and conquer algorithms","score":0.5712070465087891},{"id":"https://openalex.org/keywords/personality-psychology","display_name":"Personality psychology","score":0.4125669002532959},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22842684388160706},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.17209994792938232},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.12131631374359131},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.1202039122581482},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.07794886827468872}],"concepts":[{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.6783254742622375},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6422810554504395},{"id":"https://openalex.org/C71559656","wikidata":"https://www.wikidata.org/wiki/Q671298","display_name":"Divide and conquer algorithms","level":2,"score":0.5712070465087891},{"id":"https://openalex.org/C25908422","wikidata":"https://www.wikidata.org/wiki/Q271716","display_name":"Personality psychology","level":3,"score":0.4125669002532959},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22842684388160706},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.17209994792938232},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.12131631374359131},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.1202039122581482},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.07794886827468872},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3677389.3702547","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3677389.3702547","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 24th ACM/IEEE Joint Conference on Digital Libraries","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2042134698","https://openalex.org/W2997546000","https://openalex.org/W3173644040"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2352794675","https://openalex.org/W2351143970","https://openalex.org/W1539994214","https://openalex.org/W2051228988","https://openalex.org/W4247094814","https://openalex.org/W108531593","https://openalex.org/W2111712077"],"abstract_inverted_index":{"Predicting":[0],"user":[1],"personality":[2,63,82],"from":[3,100],"online":[4],"posts":[5],"is":[6,43,50],"a":[7,35,75,80],"critical":[8],"endeavor":[9],"in":[10,66],"many":[11],"social":[12],"science":[13],"fields.":[14],"Previous":[15],"studies":[16],"have":[17],"confirmed":[18],"that":[19,87],"large":[20],"language":[21],"models":[22],"(LLMs)":[23],"often":[24],"struggle":[25],"with":[26],"processing":[27],"lengthy":[28],"contexts.":[29],"To":[30],"this":[31],"end,":[32],"we":[33],"propose":[34],"divide-and-conquer":[36],"prompting":[37],"strategy.":[38],"Initially,":[39],"the":[40,55,92],"original":[41],"text":[42],"divided":[44],"into":[45],"multiple":[46],"chunks.":[47],"The":[48],"LLM":[49],"then":[51],"prompted":[52],"to":[53,61,78],"estimate":[54],"probability":[56],"of":[57,94],"each":[58],"chunk":[59],"corresponding":[60],"various":[62],"traits,":[64],"grounded":[65],"established":[67],"definitions.":[68],"Finally,":[69],"these":[70],"estimates":[71],"are":[72],"aggregated":[73],"using":[74],"voting":[76],"mechanism":[77],"yield":[79],"final":[81],"assessment.":[83],"Extensive":[84],"experiments":[85],"show":[86],"our":[88],"strategy":[89],"effectively":[90],"unlocks":[91],"potential":[93],"LLMs,":[95],"surpassing":[96],"direct":[97],"inference":[98],"results":[99],"GPT-4":[101],"on":[102],"two":[103],"benchmarks.":[104]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
