{"id":"https://openalex.org/W4411541898","doi":"https://doi.org/10.1145/3715275.3732045","title":"Not Like Us, Hunty: Measuring Perceptions and Behavioral Effects of Minoritized Anthropomorphic Cues in LLMs","display_name":"Not Like Us, Hunty: Measuring Perceptions and Behavioral Effects of Minoritized Anthropomorphic Cues in LLMs","publication_year":2025,"publication_date":"2025-06-23","ids":{"openalex":"https://openalex.org/W4411541898","doi":"https://doi.org/10.1145/3715275.3732045"},"language":"en","primary_location":{"id":"doi:10.1145/3715275.3732045","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3715275.3732045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2505.05660","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5118593182","display_name":"Jeffrey Basoah","orcid":null},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jeffrey Basoah","raw_affiliation_strings":["University of Washington, Seattle, Washington, USA"],"raw_orcid":"https://orcid.org/0009-0006-6159-3200","affiliations":[{"raw_affiliation_string":"University of Washington, Seattle, Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116335817","display_name":"Daniel Chechelnitsky","orcid":null},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Chechelnitsky","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, Pennslyvania, USA"],"raw_orcid":"https://orcid.org/0009-0005-6559-254X","affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, Pennslyvania, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006201548","display_name":"Tao Long","orcid":"https://orcid.org/0000-0002-1173-3475"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tao Long","raw_affiliation_strings":["Columbia University, New York, New York, USA"],"raw_orcid":"https://orcid.org/0000-0002-1173-3475","affiliations":[{"raw_affiliation_string":"Columbia University, New York, New York, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076852435","display_name":"Katharina Reinecke","orcid":"https://orcid.org/0000-0001-7897-9325"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Katharina Reinecke","raw_affiliation_strings":["University of Washington, Seattle, Washington, USA"],"raw_orcid":"https://orcid.org/0000-0001-7897-9325","affiliations":[{"raw_affiliation_string":"University of Washington, Seattle, Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004372721","display_name":"Chrysoula Zerva","orcid":"https://orcid.org/0000-0002-4031-9492"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Chrysoula Zerva","raw_affiliation_strings":["Instituto de Telecomunica\u00e7\u00f5es, IST - University of Lisbon, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-4031-9492","affiliations":[{"raw_affiliation_string":"Instituto de Telecomunica\u00e7\u00f5es, IST - University of Lisbon, Lisbon, Portugal","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031278789","display_name":"Kaitlyn Zhou","orcid":"https://orcid.org/0000-0001-8804-8161"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaitlyn Zhou","raw_affiliation_strings":["Stanford University, Stanford, California, USA"],"raw_orcid":"https://orcid.org/0000-0001-8804-8161","affiliations":[{"raw_affiliation_string":"Stanford University, Stanford, California, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012652561","display_name":"Mark D\u00edaz","orcid":"https://orcid.org/0000-0003-0167-9839"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark D\u00edaz","raw_affiliation_strings":["Google Research, New York, New York, USA"],"raw_orcid":"https://orcid.org/0000-0003-0167-9839","affiliations":[{"raw_affiliation_string":"Google Research, New York, New York, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015128745","display_name":"Maarten Sap","orcid":"https://orcid.org/0000-0002-0701-4654"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maarten Sap","raw_affiliation_strings":["Carnegie Mellon University, Pittsburg, Pennsylvania, USA"],"raw_orcid":"https://orcid.org/0000-0002-0701-4654","affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburg, Pennsylvania, USA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5118593182"],"corresponding_institution_ids":["https://openalex.org/I201448701"],"apc_list":null,"apc_paid":null,"fwci":10.9861,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.9776831,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"710","last_page":"745"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10314","display_name":"Social and Intergroup Psychology","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6700704097747803},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.46317818760871887},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41501298546791077},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.34882277250289917},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.33881211280822754},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.14798635244369507}],"concepts":[{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6700704097747803},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.46317818760871887},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41501298546791077},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.34882277250289917},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.33881211280822754},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.14798635244369507}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3715275.3732045","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3715275.3732045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2505.05660","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.05660","pdf_url":"https://arxiv.org/pdf/2505.05660","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2505.05660","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.05660","pdf_url":"https://arxiv.org/pdf/2505.05660","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":97,"referenced_works":["https://openalex.org/W645914895","https://openalex.org/W651482785","https://openalex.org/W894248146","https://openalex.org/W1574235309","https://openalex.org/W1710017599","https://openalex.org/W1979290264","https://openalex.org/W2046036800","https://openalex.org/W2046944760","https://openalex.org/W2055130281","https://openalex.org/W2056046632","https://openalex.org/W2100827418","https://openalex.org/W2120789618","https://openalex.org/W2130736456","https://openalex.org/W2157289187","https://openalex.org/W2252027930","https://openalex.org/W2337705588","https://openalex.org/W2562803530","https://openalex.org/W2563879478","https://openalex.org/W2779206865","https://openalex.org/W2795743913","https://openalex.org/W2903651591","https://openalex.org/W2949678053","https://openalex.org/W2951944195","https://openalex.org/W2982295101","https://openalex.org/W2984353433","https://openalex.org/W2996181374","https://openalex.org/W3003802619","https://openalex.org/W3021882501","https://openalex.org/W3099695344","https://openalex.org/W3113541070","https://openalex.org/W3163805553","https://openalex.org/W3172314079","https://openalex.org/W3183875876","https://openalex.org/W3201555633","https://openalex.org/W3212327893","https://openalex.org/W3213241618","https://openalex.org/W3215236363","https://openalex.org/W4211228191","https://openalex.org/W4226263264","https://openalex.org/W4230564612","https://openalex.org/W4280622019","https://openalex.org/W4283165820","https://openalex.org/W4287888404","https://openalex.org/W4295838523","https://openalex.org/W4308311661","https://openalex.org/W4309617544","https://openalex.org/W4360962889","https://openalex.org/W4365999041","https://openalex.org/W4366457372","https://openalex.org/W4366588458","https://openalex.org/W4366594764","https://openalex.org/W4377157114","https://openalex.org/W4380319170","https://openalex.org/W4380319657","https://openalex.org/W4384701272","https://openalex.org/W4385570581","https://openalex.org/W4385570741","https://openalex.org/W4385571220","https://openalex.org/W4386566857","https://openalex.org/W4387358849","https://openalex.org/W4387736592","https://openalex.org/W4388116965","https://openalex.org/W4389519354","https://openalex.org/W4389519898","https://openalex.org/W4389520664","https://openalex.org/W4390975590","https://openalex.org/W4391057777","https://openalex.org/W4391835981","https://openalex.org/W4391940619","https://openalex.org/W4392926509","https://openalex.org/W4396600241","https://openalex.org/W4396679714","https://openalex.org/W4396802056","https://openalex.org/W4396831860","https://openalex.org/W4396833223","https://openalex.org/W4396833439","https://openalex.org/W4396833748","https://openalex.org/W4399115881","https://openalex.org/W4399362737","https://openalex.org/W4399363050","https://openalex.org/W4400088578","https://openalex.org/W4400142599","https://openalex.org/W4401042581","https://openalex.org/W4401947350","https://openalex.org/W4402175953","https://openalex.org/W4402671787","https://openalex.org/W4402671806","https://openalex.org/W4403947514","https://openalex.org/W4404570413","https://openalex.org/W4404780910","https://openalex.org/W4405241281","https://openalex.org/W4406094525","https://openalex.org/W4411119305","https://openalex.org/W4411120625","https://openalex.org/W6889598182","https://openalex.org/W6940207107","https://openalex.org/W6977526205"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4391375266","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2087303720"],"abstract_inverted_index":{"As":[0],"large":[1],"language":[2,24,213],"models":[3],"(LLMs)":[4],"increasingly":[5],"adapt":[6],"and":[7,60,66,71,82,117,129,139,171,201,229,237],"personalize":[8],"to":[9,185,198,222,226],"diverse":[10],"sets":[11],"of":[12,19,90,144,211],"users,":[13],"there":[14],"is":[15],"an":[16,51],"increased":[17],"risk":[18],"systems":[20],"appropriating":[21],"sociolects,":[22],"i.e.,":[23],"styles":[25],"or":[26,102],"dialects":[27],"that":[28,109,126,194],"are":[29],"associated":[30],"with":[31,93],"specific":[32],"minoritized":[33,212],"lived":[34],"experiences":[35],"(e.g.,":[36],"African":[37,77],"American":[38,78,99],"English,":[39],"Queer":[40,84,130,150,159],"slang).":[41],"In":[42],"this":[43],"work,":[44],"we":[45],"examine":[46],"whether":[47],"sociolect":[48,110],"usage":[49,111],"by":[50,112],"LLM":[52],"agent":[53,161,175],"affects":[54],"user":[55,61,73,235],"reliance":[56,116,203],"on":[57,135],"its":[58],"outputs":[59],"perception":[62],"(satisfaction,":[63],"frustration,":[64],"trust,":[65],"social":[67,155],"presence).":[68],"We":[69],"designed":[70,225],"conducted":[72],"studies":[74],"where":[75],"498":[76],"English":[79,100],"(AAE)":[80],"speakers":[81,86,132,152,169],"487":[83],"slang":[85,131,151,160],"performed":[87],"a":[88,199],"set":[89],"question-answering":[91],"tasks":[92],"LLM-based":[94],"suggestions":[95],"in":[96,120,214],"either":[97],"standard":[98],"(SAE)":[101],"their":[103],"self-identified":[104],"sociolect.":[105],"Our":[106],"findings":[107,181],"showed":[108],"LLMs":[113,221],"influenced":[114],"both":[115,127],"perceptions,":[118],"though":[119],"some":[121],"surprising":[122],"ways.":[123],"Results":[124],"suggest":[125],"AAE":[128,168,178],"relied":[133],"more":[134,141,154],"the":[136,145,158,163,173,177,183,208,218],"SAE":[137,146,164,174],"agent,":[138],"had":[140],"positive":[142],"perceptions":[143],"agent.":[147],"Yet,":[148],"only":[149,167],"felt":[153],"presence":[156],"from":[157],"over":[162,176],"one,":[165],"whereas":[166],"preferred":[170],"trusted":[172],"one.":[179],"These":[180],"emphasize":[182],"need":[184,219],"test":[186],"for":[187,220],"behavioral":[188],"outcomes":[189],"rather":[190],"than":[191],"simply":[192],"assume":[193],"personalization":[195],"would":[196],"lead":[197],"better":[200],"safer":[202],"outcome.":[204],"They":[205],"also":[206],"highlight":[207],"nuanced":[209],"dynamics":[210],"machine":[215],"interactions,":[216],"underscoring":[217],"be":[223],"carefully":[224],"respect":[227],"cultural":[228],"linguistic":[230],"boundaries":[231],"while":[232],"fostering":[233],"genuine":[234],"engagement":[236],"trust.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
