{"id":"https://openalex.org/W4407695393","doi":"https://doi.org/10.3390/bdcc9020046","title":"Who Will Author the Synthetic Texts? Evoking Multiple Personas from Large Language Models to Represent Users\u2019 Associative Thesauri","display_name":"Who Will Author the Synthetic Texts? Evoking Multiple Personas from Large Language Models to Represent Users\u2019 Associative Thesauri","publication_year":2025,"publication_date":"2025-02-18","ids":{"openalex":"https://openalex.org/W4407695393","doi":"https://doi.org/10.3390/bdcc9020046"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc9020046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9020046","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/bdcc9020046","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081881960","display_name":"Maxim Bakaev","orcid":"https://orcid.org/0000-0002-1889-0692"},"institutions":[{"id":"https://openalex.org/I91727514","display_name":"Novosibirsk State Technical University","ror":"https://ror.org/01b2f6h61","country_code":"RU","type":"education","lineage":["https://openalex.org/I91727514"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Maxim Bakaev","raw_affiliation_strings":["Department of Data Collection and Processing Systems, Novosibirsk State Technical University, Novosibirsk 630073, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Data Collection and Processing Systems, Novosibirsk State Technical University, Novosibirsk 630073, Russia","institution_ids":["https://openalex.org/I91727514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114331531","display_name":"Svetlana Gorovaia","orcid":null},"institutions":[{"id":"https://openalex.org/I172901346","display_name":"St Petersburg University","ror":"https://ror.org/023znxa73","country_code":"RU","type":"education","lineage":["https://openalex.org/I172901346"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Svetlana Gorovaia","raw_affiliation_strings":["Department of Mathematical Linguistics, Saint-Petersburg State University, St. Petersburg 199034, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Mathematical Linguistics, Saint-Petersburg State University, St. Petersburg 199034, Russia","institution_ids":["https://openalex.org/I172901346"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084512004","display_name":"Olga Mitrofanova","orcid":"https://orcid.org/0000-0002-7059-4727"},"institutions":[{"id":"https://openalex.org/I172901346","display_name":"St Petersburg University","ror":"https://ror.org/023znxa73","country_code":"RU","type":"education","lineage":["https://openalex.org/I172901346"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Olga Mitrofanova","raw_affiliation_strings":["Department of Mathematical Linguistics, Saint-Petersburg State University, St. Petersburg 199034, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Mathematical Linguistics, Saint-Petersburg State University, St. Petersburg 199034, Russia","institution_ids":["https://openalex.org/I172901346"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5081881960"],"corresponding_institution_ids":["https://openalex.org/I91727514"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":8.5243,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.96733289,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"9","issue":"2","first_page":"46","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.995199978351593,"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/T10028","display_name":"Topic Modeling","score":0.995199978351593,"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/T14074","display_name":"Persona Design and Applications","score":0.9939000010490417,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/associative-property","display_name":"Associative property","score":0.7990758419036865},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6164218187332153},{"id":"https://openalex.org/keywords/persona","display_name":"Persona","score":0.5815730094909668},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5166676044464111},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.4987335205078125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44804251194000244},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.36027318239212036},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2335532009601593},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.1911105513572693},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.14748835563659668},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11408498883247375}],"concepts":[{"id":"https://openalex.org/C159423971","wikidata":"https://www.wikidata.org/wiki/Q177251","display_name":"Associative property","level":2,"score":0.7990758419036865},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6164218187332153},{"id":"https://openalex.org/C313442","wikidata":"https://www.wikidata.org/wiki/Q778556","display_name":"Persona","level":2,"score":0.5815730094909668},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5166676044464111},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.4987335205078125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44804251194000244},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.36027318239212036},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2335532009601593},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.1911105513572693},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.14748835563659668},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11408498883247375},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/bdcc9020046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9020046","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:322e3ab7600345789aba1081aa112027","is_oa":true,"landing_page_url":"https://doaj.org/article/322e3ab7600345789aba1081aa112027","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data and Cognitive Computing, Vol 9, Iss 2, p 46 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bdcc9020046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9020046","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8955721479","display_name":null,"funder_award_id":"124032900006-1","funder_id":"https://openalex.org/F4320322515","funder_display_name":"Saint Petersburg State University"}],"funders":[{"id":"https://openalex.org/F4320322515","display_name":"Saint Petersburg State University","ror":"https://ror.org/023znxa73"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2024635814","https://openalex.org/W2724675091","https://openalex.org/W2997159780","https://openalex.org/W3003532141","https://openalex.org/W3120993598","https://openalex.org/W3172284381","https://openalex.org/W3185039790","https://openalex.org/W4225523462","https://openalex.org/W4283020727","https://openalex.org/W4376480558","https://openalex.org/W4378505278","https://openalex.org/W4382618460","https://openalex.org/W4387809804","https://openalex.org/W4389518991","https://openalex.org/W4391919472","https://openalex.org/W4392402185","https://openalex.org/W4394770761","https://openalex.org/W4396788545","https://openalex.org/W4400949264","https://openalex.org/W4402230126","https://openalex.org/W4402670893","https://openalex.org/W4402774769","https://openalex.org/W4403172155","https://openalex.org/W4414638841","https://openalex.org/W6656670916","https://openalex.org/W6740472479","https://openalex.org/W6773469900","https://openalex.org/W6838900328","https://openalex.org/W6853349582","https://openalex.org/W6853773940","https://openalex.org/W6882805302"],"related_works":["https://openalex.org/W2795366572","https://openalex.org/W2886588594","https://openalex.org/W3005214328","https://openalex.org/W3091061106","https://openalex.org/W2610743940","https://openalex.org/W4312802148","https://openalex.org/W4285553851","https://openalex.org/W4285550479","https://openalex.org/W2003355522","https://openalex.org/W3015739973"],"abstract_inverted_index":{"Previously,":[0],"it":[1],"was":[2,135,148],"suggested":[3],"that":[4,22,163],"the":[5,72,83,117,120,130,133,149,152,164,173],"\u201cpersona-driven\u201d":[6],"approach":[7],"can":[8],"contribute":[9],"to":[10,26,98,115,188],"producing":[11],"sufficiently":[12],"diverse":[13],"synthetic":[14],"training":[15],"data":[16],"for":[17,137,151],"Large":[18],"Language":[19],"Models":[20],"(LLMs)":[21],"are":[23],"currently":[24],"about":[25],"run":[27],"out":[28],"of":[29,82,96,176,181,186],"real":[30],"natural":[31],"language":[32],"texts.":[33],"In":[34],"our":[35,182],"paper,":[36],"we":[37,57,92],"explore":[38],"whether":[39],"personas":[40,69,154],"evoked":[41,70,155],"from":[42,71,88,156],"LLMs":[43],"through":[44],"HCI-style":[45],"descriptions":[46],"could":[47],"indeed":[48],"imitate":[49],"human-like":[50],"differences":[51],"in":[52,132],"authorship.":[53],"For":[54,80],"this":[55],"end,":[56],"ran":[58],"an":[59],"associative":[60,174],"experiment":[61],"with":[62,101],"50":[63],"human":[64,139],"participants":[65],"and":[66,77,112,127,141,144,196],"four":[67],"artificial":[68],"popular":[73],"LLM-based":[74,165],"services:":[75],"GPT-4(o)":[76],"YandexGPT":[78],"Pro.":[79],"each":[81],"five":[84],"stimuli":[85],"words":[86],"selected":[87],"university":[89],"websites\u2019":[90],"homepages,":[91],"asked":[93],"both":[94],"groups":[95],"subjects":[97],"come":[99],"up":[100],"10":[102],"short":[103,170],"associations":[104],"(in":[105],"Russian).":[106],"We":[107],"then":[108],"used":[109],"cosine":[110],"similarity":[111,134],"Mahalanobis":[113],"distance":[114,118],"measure":[116],"between":[119],"association":[121],"lists":[122],"produced":[123],"by":[124],"different":[125,138,142,153,177],"humans":[126],"personas.":[128],"While":[129],"difference":[131],"significant":[136],"associators":[140],"gender":[143],"age":[145],"groups,":[146],"neither":[147],"case":[150],"ChatGPT":[157],"or":[158],"YandexGPT.":[159],"Our":[160],"findings":[161],"suggest":[162],"services":[166],"so":[167],"far":[168],"fall":[169],"at":[171],"imitating":[172],"thesauri":[175],"authors.":[178],"The":[179],"outcome":[180],"study":[183],"might":[184],"be":[185],"interest":[187],"computer":[189],"linguists,":[190],"as":[191,193],"well":[192],"AI/ML":[194],"scientists":[195],"prompt":[197],"engineers.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
