{"id":"https://openalex.org/W4416948249","doi":"https://doi.org/10.48550/arxiv.2511.22746","title":"Epistemic Fragility in Large Language Models: Prompt Framing Systematically Modulates Misinformation Correction","display_name":"Epistemic Fragility in Large Language Models: Prompt Framing Systematically Modulates Misinformation Correction","publication_year":2025,"publication_date":"2025-11-27","ids":{"openalex":"https://openalex.org/W4416948249","doi":"https://doi.org/10.48550/arxiv.2511.22746"},"language":null,"primary_location":{"id":"pmh:oai:arXiv.org:2511.22746","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2511.22746","pdf_url":"https://arxiv.org/pdf/2511.22746","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"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2511.22746","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064194974","display_name":"Sekoul Krastev","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Krastev, Sekoul","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120539551","display_name":"Hilary Sweatman","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sweatman, Hilary","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077336844","display_name":"Anni Sternisko","orcid":"https://orcid.org/0000-0002-2507-3076"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sternisko, Anni","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5061935602","display_name":"Steve Rathje","orcid":"https://orcid.org/0000-0001-6727-571X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rathje, Steve","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5064194974"],"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/T11147","display_name":"Misinformation and Its Impacts","score":0.7742000222206116,"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"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.7742000222206116,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.04399999976158142,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.023499999195337296,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/misinformation","display_name":"Misinformation","score":0.9146000146865845},{"id":"https://openalex.org/keywords/framing","display_name":"Framing (construction)","score":0.6676999926567078},{"id":"https://openalex.org/keywords/fragility","display_name":"Fragility","score":0.5382999777793884},{"id":"https://openalex.org/keywords/odds","display_name":"Odds","score":0.48410001397132874},{"id":"https://openalex.org/keywords/crowdsourcing","display_name":"Crowdsourcing","score":0.33230000734329224},{"id":"https://openalex.org/keywords/framing-effect","display_name":"Framing effect","score":0.30219998955726624}],"concepts":[{"id":"https://openalex.org/C2776990098","wikidata":"https://www.wikidata.org/wiki/Q13579947","display_name":"Misinformation","level":2,"score":0.9146000146865845},{"id":"https://openalex.org/C169087156","wikidata":"https://www.wikidata.org/wiki/Q2131593","display_name":"Framing (construction)","level":2,"score":0.6676999926567078},{"id":"https://openalex.org/C80191262","wikidata":"https://www.wikidata.org/wiki/Q5477668","display_name":"Fragility","level":2,"score":0.5382999777793884},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5317000150680542},{"id":"https://openalex.org/C143095724","wikidata":"https://www.wikidata.org/wiki/Q515895","display_name":"Odds","level":3,"score":0.48410001397132874},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.47609999775886536},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.4092999994754791},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3910999894142151},{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.33230000734329224},{"id":"https://openalex.org/C136714292","wikidata":"https://www.wikidata.org/wiki/Q1440683","display_name":"Framing effect","level":3,"score":0.30219998955726624},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2971000075340271},{"id":"https://openalex.org/C2776139661","wikidata":"https://www.wikidata.org/wiki/Q288928","display_name":"Agnosticism","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C2776552730","wikidata":"https://www.wikidata.org/wiki/Q189656","display_name":"Disinformation","level":3,"score":0.26899999380111694},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.26429998874664307}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2511.22746","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2511.22746","pdf_url":"https://arxiv.org/pdf/2511.22746","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"},{"id":"doi:10.48550/arxiv.2511.22746","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2511.22746","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2511.22746","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2511.22746","pdf_url":"https://arxiv.org/pdf/2511.22746","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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"As":[0],"large":[1],"language":[2],"models":[3],"(LLMs)":[4],"rapidly":[5],"displace":[6],"traditional":[7],"expertise,":[8],"their":[9],"capacity":[10],"to":[11,86],"correct":[12],"misinformation":[13,28,49,69],"has":[14],"become":[15],"a":[16,87],"core":[17],"concern.":[18],"We":[19,36,98],"investigate":[20],"the":[21,135],"idea":[22],"that":[23,77,140],"prompt":[24],"framing":[25,84],"systematically":[26],"modulates":[27],"correction":[29,70,91,113],"-":[30],"something":[31],"we":[32,51],"term":[33],"'epistemic":[34],"fragility'.":[35],"manipulated":[37],"prompts":[38,54],"by":[39],"open-mindedness,":[40],"user":[41,43],"intent,":[42,79],"role,":[44,81],"and":[45,55,71,82,93,133],"complexity.":[46],"Across":[47],"ten":[48],"domains,":[50],"generated":[52],"320":[53],"elicited":[56],"2,560":[57],"responses":[58],"from":[59],"four":[60],"frontier":[61],"LLMs,":[62,129],"which":[63],"were":[64],"coded":[65],"for":[66,137],"strength":[67],"of":[68,95,111,128],"rectification":[72],"strategy":[73],"use.":[74],"Analyses":[75],"showed":[76],"creative":[78],"expert":[80],"closed":[83],"led":[85],"significant":[88],"reduction":[89],"in":[90],"likelihood":[92],"effectiveness":[94],"used":[96],"strategy.":[97],"also":[99],"found":[100],"striking":[101],"model":[102],"differences:":[103],"Gemini":[104],"2.5":[105],"Pro":[106],"had":[107],"74%":[108],"lower":[109],"odds":[110],"strong":[112],"than":[114],"Claude":[115],"Sonnet":[116],"4.5.":[117],"These":[118],"findings":[119],"highlight":[120],"epistemic":[121,142],"fragility":[122],"as":[123],"an":[124],"important":[125],"structural":[126],"property":[127],"challenging":[130],"current":[131],"guardrails":[132],"underscoring":[134],"need":[136],"alignment":[138],"strategies":[139],"prioritize":[141],"integrity":[143],"over":[144],"conversational":[145],"compliance.":[146]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-12-03T00:00:00"}
