{"id":"https://openalex.org/W7225084484","doi":"https://doi.org/10.5281/zenodo.23871873","title":"RIM-H M6.1 A Two-Layer Model of Hallucination (Project Description)","display_name":"RIM-H M6.1 A Two-Layer Model of Hallucination (Project Description)","publication_year":2026,"publication_date":"2026-11-01","ids":{"openalex":"https://openalex.org/W7225084484","doi":"https://doi.org/10.5281/zenodo.23871873"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23871873","doi":"https://doi.org/10.5281/zenodo.23871873","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23871873","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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-journal"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.23871873","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090451376","display_name":"Bolin Zhang","orcid":"https://orcid.org/0009-0002-9626-6323","observed_orcids":["https://orcid.org/0009-0002-9626-6323"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Bolin Zhang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5090451376"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.82367457,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10028","display_name":"Topic Modeling","score":0.18770000338554382,"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/T10028","display_name":"Topic Modeling","score":0.18770000338554382,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.13529999554157257,"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/T10258","display_name":"Philosophy and Theoretical Science","score":0.13459999859333038,"subfield":{"id":"https://openalex.org/subfields/1211","display_name":"Philosophy"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hallucinations","display_name":"hallucinations","score":0.8830000162124634},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9980000257492065},{"id":"https://openalex.org/keywords/quality-of-evidence","display_name":"quality of evidence","score":0.949999988079071},{"id":"https://openalex.org/keywords/two-layer-model","display_name":"two-layer model","score":0.765999972820282},{"id":"https://openalex.org/keywords/ai-governance","display_name":"AI governance","score":0.49399998784065247},{"id":"https://openalex.org/keywords/risk-model","display_name":"risk model","score":0.4440000057220459},{"id":"https://openalex.org/keywords/falsifiable-hypotheses","display_name":"falsifiable hypothesis","score":0.6690000295639038},{"id":"https://openalex.org/keywords/construct-validity","display_name":"construct validity","score":0.6620000004768372}],"concepts":[{"id":"https://openalex.org/C40422974","wikidata":"https://www.wikidata.org/wiki/Q741248","display_name":"Assertion","level":2,"score":0.7426000237464905},{"id":"https://openalex.org/C191795146","wikidata":"https://www.wikidata.org/wiki/Q3878446","display_name":"Norm (philosophy)","level":2,"score":0.4959999918937683},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.48890000581741333},{"id":"https://openalex.org/C116222747","wikidata":"https://www.wikidata.org/wiki/Q220888","display_name":"Falsifiability","level":2,"score":0.4404999911785126},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43130001425743103},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.4196999967098236},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.38019999861717224},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.36640000343322754},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.36149999499320984},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.3598000109195709},{"id":"https://openalex.org/C28901747","wikidata":"https://www.wikidata.org/wiki/Q177571","display_name":"Decision theory","level":2,"score":0.35580000281333923},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.3529999852180481},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.35179999470710754},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34369999170303345},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.34049999713897705},{"id":"https://openalex.org/C2776014549","wikidata":"https://www.wikidata.org/wiki/Q3050847","display_name":"Consolidation (business)","level":2,"score":0.33970001339912415},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3336000144481659},{"id":"https://openalex.org/C63428231","wikidata":"https://www.wikidata.org/wiki/Q9043","display_name":"Norwegian","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.29829999804496765},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2791999876499176},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.2563999891281128}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.23871873","doi":"https://doi.org/10.5281/zenodo.23871873","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23871873","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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-journal"},{"id":"doi:10.5281/zenodo.23871874","doi":"https://doi.org/10.5281/zenodo.23871874","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23871874","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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-journal"}],"best_oa_location":{"id":"doi:10.5281/zenodo.23871873","doi":"https://doi.org/10.5281/zenodo.23871873","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23871873","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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-journal"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7225057998","https://openalex.org/W7081574798","https://openalex.org/W4414930427","https://openalex.org/W4415159175","https://openalex.org/W4416435316","https://openalex.org/W7171647304","https://openalex.org/W7133561870","https://openalex.org/W4417515922","https://openalex.org/W7128094695","https://openalex.org/W7167724835"],"abstract_inverted_index":{"RIM-H":[0],"M6.1":[1],"is":[2,23,83,99,119,162,195,213],"a":[3,26,86,105,108,120,126,147],"theoretical":[4],"framework":[5,139],"and":[6,97,111,144,151,179,188,208,222],"pre-registration-style":[7],"research":[8,180],"design":[9,181],"for":[10],"analysing":[11],"hallucination":[12],"in":[13],"large":[14],"language":[15],"models,":[16,146],"built":[17],"on":[18],"Reality-Image":[19],"Theory":[20],"(RIT).":[21],"Hallucination":[22],"defined":[24,123],"as":[25,85,90,101,164,197],"violation":[27],"of":[28,30,42,62,76,128,134],"one":[29],"two":[31],"norms.":[32],"The":[33,55,92,138,193,218],"formation":[34],"norm":[35,57],"requires":[36,58],"that":[37,59],"the":[38,60,68,77,214],"functional":[39,121],"evidence":[40,49,71,78,117],"strength":[41,61,72,118],"an":[43,63,102,112,131,135],"Image":[44],"not":[45,66,89,130],"exceed":[46,67],"what":[47],"its":[48],"base":[50,79],"can":[51],"support":[52],"(representation":[53],"hallucination).":[54,74],"use":[56],"output":[64,96],"assertion":[65],"Image\u2019s":[69],"own":[70],"(commitment":[73],"Deviation":[75],"itself":[80],"from":[81],"Reality":[82,98],"treated":[84],"predisposing":[87],"factor,":[88],"hallucination.":[91],"total":[93],"deviation":[94],"between":[95],"decomposed":[100],"identity":[103],"into":[104],"commitment":[106],"gap,":[107],"conversion":[109],"gap":[110],"evidence-base":[113],"gap.":[114],"In":[115],"M6.1,":[116],"property":[122,133],"relative":[124],"to":[125,168,203],"family":[127],"probes,":[129],"intrinsic":[132],"internal":[136],"representation.":[137],"includes":[140],"five":[141],"axioms,":[142],"risk":[143],"consolidation":[145],"gap-based":[148],"governance":[149],"framework,":[150],"nine":[152],"falsifiable":[153],"hypotheses":[154,190],"(H0\u2013H8),":[155],"with":[156,171],"H0":[157],"testing":[158],"construct":[159],"validity.":[160],"Research":[161],"organised":[163],"gated":[165],"phases":[166],"(RRP-0":[167],"RRP-3),":[169],"starting":[170],"measurement":[172],"validation.":[173],"Status:":[174],"This":[175,211],"record":[176,212],"contains":[177,184],"theory":[178,194,220],"only.":[182],"It":[183],"no":[185],"experimental":[186],"data,":[187],"all":[189],"are":[191,201,225],"untested.":[192],"frozen":[196],"M6.1;":[198],"later":[199],"changes":[200],"limited":[202],"typo":[204],"fixes,":[205],"added":[206],"literature":[207],"procedural":[209],"clarification.":[210],"English":[215],"project":[216],"description.":[217],"Chinese":[219],"paper":[221],"working":[223],"documents":[224],"archived":[226],"separately.":[227]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-11-03T00:00:00"}
