{"id":"https://openalex.org/W4412889450","doi":"https://doi.org/10.18653/v1/2025.acl-srw.28","title":"Quantifying the Influence of Irrelevant Contexts on Political Opinions Produced by LLMs","display_name":"Quantifying the Influence of Irrelevant Contexts on Political Opinions Produced by LLMs","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412889450","doi":"https://doi.org/10.18653/v1/2025.acl-srw.28"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.acl-srw.28","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-srw.28","pdf_url":"https://aclanthology.org/2025.acl-srw.28.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 4: Student Research Workshop)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.acl-srw.28.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119181763","display_name":"Samuele D\u2019Avenia","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Samuele D\u2019Avenia","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5119181764","display_name":"Valerio Basile","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128510","display_name":"Department of Medical Sciences","ror":"https://ror.org/049c9xv68","country_code":"BY","type":"facility","lineage":["https://openalex.org/I151823869","https://openalex.org/I4210128510"]},{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["BY","IT"],"is_corresponding":false,"raw_author_name":"Valerio Basile","raw_affiliation_strings":["University of Turin University of Turin"],"affiliations":[{"raw_affiliation_string":"University of Turin University of Turin","institution_ids":["https://openalex.org/I55143463","https://openalex.org/I4210128510"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5119181763"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1079507,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"434","last_page":"454"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.8295999765396118,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.8295999765396118,"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/politics","display_name":"Politics","score":0.7448274493217468},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.43980610370635986},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37884771823883057},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.32783472537994385},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.12741303443908691}],"concepts":[{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.7448274493217468},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.43980610370635986},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37884771823883057},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32783472537994385},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.12741303443908691}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.acl-srw.28","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-srw.28","pdf_url":"https://aclanthology.org/2025.acl-srw.28.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 4: Student Research Workshop)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.acl-srw.28","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-srw.28","pdf_url":"https://aclanthology.org/2025.acl-srw.28.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 4: Student Research Workshop)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412889450.pdf","grobid_xml":"https://content.openalex.org/works/W4412889450.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","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/W4396696052"],"abstract_inverted_index":{"Several":[0],"recent":[1],"works":[2],"have":[3,43],"examined":[4],"the":[5,54,77,93,121],"generations":[6],"produced":[7],"by":[8,96],"large":[9],"language":[10],"models":[11],"(LLMs)":[12],"on":[13,130],"subjective":[14,131],"topics":[15],"such":[16],"as":[17],"political":[18],"opinions":[19,73,94,129],"and":[20,46,123],"attitudinal":[21],"questionnaires.There":[22],"is":[23],"growing":[24],"interest":[25],"in":[26,53,74,98,113,119],"controlling":[27],"these":[28,90],"outputs":[29],"to":[30,88],"align":[31],"with":[32],"specific":[33,75],"users":[34],"or":[35,56],"perspectives":[36],"using":[37,92],"model":[38,72,111],"steering":[39,48],"techniques.However,":[40],"several":[41],"studies":[42],"highlighted":[44],"unintended":[45],"unexpected":[47],"effects,":[49],"where":[50],"minor":[51],"changes":[52],"prompt":[55],"irrelevant":[57,67],"contextual":[58],"cues":[59],"influence":[60],"model-generated":[61],"opinions.This":[62],"work":[63],"empirically":[64],"tests":[65],"how":[66],"information":[68],"can":[69],"systematically":[70],"bias":[71],"directions.Using":[76],"Political":[78],"Compass":[79],"Test":[80],"questionnaire,":[81],"we":[82],"conduct":[83],"a":[84],"detailed":[85],"statistical":[86],"analysis":[87],"quantify":[89],"shifts":[91],"generated":[95],"LLMs":[97,126],"an":[99],"opengeneration":[100],"setting.The":[101],"results":[102],"demonstrate":[103],"that":[104],"even":[105],"seemingly":[106],"unrelated":[107],"contexts":[108],"consistently":[109],"alter":[110],"responses":[112],"predictable":[114],"ways,":[115],"further":[116],"highlighting":[117],"challenges":[118],"ensuring":[120],"robustness":[122],"reliability":[124],"of":[125],"when":[127],"generating":[128],"topics.":[132]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
