{"id":"https://openalex.org/W7140281627","doi":"https://doi.org/10.48550/arxiv.2603.22837","title":"Analysing LLM Persona Generation and Fairness Interpretation in Polarised Geopolitical Contexts","display_name":"Analysing LLM Persona Generation and Fairness Interpretation in Polarised Geopolitical Contexts","publication_year":2026,"publication_date":"2026-03-24","ids":{"openalex":"https://openalex.org/W7140281627","doi":"https://doi.org/10.48550/arxiv.2603.22837"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.22837","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.22837","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.22837","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120308329","display_name":"Maida Aizaz","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aizaz, Maida","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100691796","display_name":"Quang Minh Nguyen","orcid":"https://orcid.org/0009-0008-1799-2591"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nguyen, Quang Minh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14074","display_name":"Persona Design and Applications","score":0.910099983215332,"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":0.910099983215332,"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/T12128","display_name":"AI in Service Interactions","score":0.004000000189989805,"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/T10709","display_name":"Social Robot Interaction and HRI","score":0.0032999999821186066,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/geopolitics","display_name":"Geopolitics","score":0.7405999898910522},{"id":"https://openalex.org/keywords/persona","display_name":"Persona","score":0.7401999831199646},{"id":"https://openalex.org/keywords/socioeconomic-status","display_name":"Socioeconomic status","score":0.6919999718666077},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.6639999747276306},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6092000007629395},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4253000020980835},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4090999960899353}],"concepts":[{"id":"https://openalex.org/C201960208","wikidata":"https://www.wikidata.org/wiki/Q159385","display_name":"Geopolitics","level":3,"score":0.7405999898910522},{"id":"https://openalex.org/C313442","wikidata":"https://www.wikidata.org/wiki/Q778556","display_name":"Persona","level":2,"score":0.7401999831199646},{"id":"https://openalex.org/C147077947","wikidata":"https://www.wikidata.org/wiki/Q1515895","display_name":"Socioeconomic status","level":3,"score":0.6919999718666077},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.6639999747276306},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6092000007629395},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.5914000272750854},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.45969998836517334},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.43529999256134033},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4253000020980835},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4090999960899353},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.3418999910354614},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3400999903678894},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3343000113964081},{"id":"https://openalex.org/C196187386","wikidata":"https://www.wikidata.org/wiki/Q1050187","display_name":"Sociocultural evolution","level":2,"score":0.3325999975204468},{"id":"https://openalex.org/C118084267","wikidata":"https://www.wikidata.org/wiki/Q26110","display_name":"Positive economics","level":1,"score":0.32670000195503235},{"id":"https://openalex.org/C2777045944","wikidata":"https://www.wikidata.org/wiki/Q12170198","display_name":"Zh\u00e0ng","level":3,"score":0.31520000100135803},{"id":"https://openalex.org/C110379092","wikidata":"https://www.wikidata.org/wiki/Q1571836","display_name":"Social environment","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C110888244","wikidata":"https://www.wikidata.org/wiki/Q187588","display_name":"Social class","level":2,"score":0.25839999318122864},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2549000084400177}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.22837","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.22837","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.22837","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.22837","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"score":0.7437724471092224,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"language":[1],"models":[2,94,159],"(LLMs)":[3],"are":[4,64],"increasingly":[5],"utilised":[6],"for":[7,29],"social":[8],"simulation":[9],"and":[10,31,47,71,81,134,169],"persona":[11],"generation,":[12],"necessitating":[13],"an":[14,128],"understanding":[15],"of":[16,124,157,180],"how":[17,158],"they":[18,166],"represent":[19],"geopolitical":[20,161],"identities.":[21],"In":[22],"this":[23],"paper,":[24],"we":[25],"analyse":[26],"personas":[27,145],"generated":[28,57,144],"Palestinian":[30,59],"Israeli":[32,75],"identities":[33],"by":[34],"five":[35],"popular":[36],"LLMs":[37],"across":[38],"640":[39],"experimental":[40],"conditions,":[41],"varying":[42],"context":[43],"(war":[44],"vs":[45],"non-war)":[46],"assigned":[48],"roles.":[49],"We":[50],"observe":[51],"significant":[52],"distributional":[53,97,150],"patterns":[54],"in":[55,61,102,171],"the":[56,116,142,147],"attributes:":[58],"profiles":[60,76],"war":[62],"contexts":[63],"frequently":[65],"associated":[66],"with":[67,87],"lower":[68],"socioeconomic":[69,118],"status":[70,80],"survival-oriented":[72],"roles,":[73],"whereas":[74],"predominantly":[77],"retain":[78],"middle-class":[79],"specialised":[82],"professional":[83],"attributes.":[84],"When":[85],"prompted":[86],"explicit":[88],"instructions":[89],"to":[90],"avoid":[91],"harmful":[92],"assumptions,":[93],"exhibit":[95],"diverse":[96,149],"changes,":[98],"e.g.,":[99],"marked":[100],"increases":[101],"non-binary":[103],"gender":[104],"inferences":[105],"or":[106],"a":[107,155],"convergence":[108],"toward":[109],"generic":[110],"occupational":[111],"roles":[112],"(e.g.,":[113],"\"student\"),":[114],"while":[115,136,163],"underlying":[117],"distinctions":[119],"often":[120],"remain.":[121],"Furthermore,":[122],"analysis":[123],"reasoning":[125,133],"traces":[126],"reveals":[127],"interesting":[129],"dynamics":[130],"between":[131],"model":[132],"generation:":[135],"rationales":[137],"consistently":[138],"mention":[139],"fairness-related":[140],"concepts,":[141],"final":[143],"follow":[146],"aforementioned":[148],"changes.":[151],"These":[152],"findings":[153],"illustrate":[154],"picture":[156],"interpret":[160],"contexts,":[162],"suggesting":[164],"that":[165],"process":[167],"fairness":[168,181],"adjust":[170],"varied":[172],"ways;":[173],"there":[174],"is":[175],"no":[176],"consistent,":[177],"direct":[178],"translation":[179],"concepts":[182],"into":[183],"representative":[184],"outcomes.":[185]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-03-26T00:00:00"}
