{"id":"https://openalex.org/W7153779297","doi":"https://doi.org/10.1145/3772363.3799103","title":"Hallucination or Adaptation?: A Context-Aware Evaluation Framework for LLM Confabulation","display_name":"Hallucination or Adaptation?: A Context-Aware Evaluation Framework for LLM Confabulation","publication_year":2026,"publication_date":"2026-04-13","ids":{"openalex":"https://openalex.org/W7153779297","doi":"https://doi.org/10.1145/3772363.3799103"},"language":null,"primary_location":{"id":"doi:10.1145/3772363.3799103","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3772363.3799103","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Extended Abstracts of the 2026 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3772363.3799103","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jingrong Wang","orcid":"https://orcid.org/0009-0004-9761-8356"},"institutions":[{"id":"https://openalex.org/I3132706744","display_name":"Digital Hollywood University","ror":"https://ror.org/00kgrdz47","country_code":"JP","type":"education","lineage":["https://openalex.org/I3132706744"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Jingrong Wang","raw_affiliation_strings":["Digital Hollywood University, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0009-0004-9761-8356","affiliations":[{"raw_affiliation_string":"Digital Hollywood University, Tokyo, Japan","institution_ids":["https://openalex.org/I3132706744"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088346179","display_name":"Ziyuan Jiang","orcid":"https://orcid.org/0000-0002-9084-0067"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Ziyuan Jiang","raw_affiliation_strings":["The University of Tokyo, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0002-9084-0067","affiliations":[{"raw_affiliation_string":"The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.53595432,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.34630000591278076,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.34630000591278076,"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/T10028","display_name":"Topic Modeling","score":0.027499999850988388,"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/T12607","display_name":"Personal Information Management and User Behavior","score":0.025100000202655792,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/confabulation","display_name":"Confabulation (neural networks)","score":0.362199991941452},{"id":"https://openalex.org/keywords/delusion","display_name":"Delusion","score":0.32519999146461487},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.32499998807907104},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.2671000063419342}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6133999824523926},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.43650001287460327},{"id":"https://openalex.org/C2779765954","wikidata":"https://www.wikidata.org/wiki/Q5159625","display_name":"Confabulation (neural networks)","level":3,"score":0.362199991941452},{"id":"https://openalex.org/C2779043874","wikidata":"https://www.wikidata.org/wiki/Q189643","display_name":"Delusion","level":2,"score":0.32519999146461487},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.32499998807907104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3246999979019165},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3188000023365021},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.2842000126838684},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.2727000117301941},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.2671000063419342}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3772363.3799103","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3772363.3799103","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Extended Abstracts of the 2026 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3772363.3799103","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3772363.3799103","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Extended Abstracts of the 2026 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2034607416","https://openalex.org/W2114178486","https://openalex.org/W4295308523","https://openalex.org/W4309674289","https://openalex.org/W4376108537","https://openalex.org/W4384154918","https://openalex.org/W4385572754","https://openalex.org/W4409505176","https://openalex.org/W4411037930","https://openalex.org/W4411120963","https://openalex.org/W7118132038"],"related_works":[],"abstract_inverted_index":{"Current":[0],"hallucination":[1,47,125],"benchmarks":[2],"impose":[3],"a":[4,49,55],"uniform":[5],"accuracy":[6,30,129],"standard":[7],"that":[8,62,101],"penalizes":[9],"productive":[10],"deviation":[11],"in":[12,22],"creative":[13,97,120],"workflows":[14,114],"while":[15,107],"failing":[16],"to":[17,112],"rigorously":[18],"gate":[19],"harmful":[20],"fabrication":[21,106],"high-stakes":[23],"domains\u2014an":[24],"evaluative":[25],"mismatch":[26],"we":[27,38],"term":[28],"the":[29,40,87],"trap.":[31],"Drawing":[32],"on":[33],"evolutionary":[34],"psychiatry\u2019s":[35],"non-pathologizing":[36],"perspective,":[37],"propose":[39],"Adaptive":[41],"Confabulation":[42],"(AC)":[43],"framework,":[44],"which":[45],"reframes":[46],"as":[48],"context-dependent":[50],"generative":[51],"cost":[52],"and":[53,68,80,96],"implements":[54],"two-stage":[56],"evaluation":[57,126],"protocol:":[58],"(1)":[59],"threshold":[60],"gating":[61],"enforces":[63],"non-negotiable":[64],"floors":[65],"for":[66,119],"safety":[67],"traceability,":[69],"followed":[70],"by":[71],"(2)":[72],"multi-dimensional":[73],"profiling":[74],"along":[75],"three":[76,90],"axes\u2014Functional":[77],"Value,":[78],"Fidelity,":[79],"Contextual":[81],"Fit\u2014with":[82],"context-appropriate":[83],"prioritization.":[84],"We":[85],"demonstrate":[86],"framework":[88],"through":[89],"documented":[91],"cases":[92],"spanning":[93],"legal,":[94],"scientific,":[95],"domains.":[98],"Results":[99],"show":[100],"AC":[102],"successfully":[103],"intercepts":[104],"high-risk":[105],"differentiating":[108],"balanced":[109],"profiles":[110,117],"suited":[111],"human-in-the-loop":[113],"from":[115,127],"FV-dominant":[116],"appropriate":[118],"exploration.":[121],"This":[122],"work":[123],"shifts":[124],"static":[128],"scoring":[130],"toward":[131],"actionable,":[132],"context-aware":[133],"governance.":[134]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-04-13T00:00:00"}
