{"id":"https://openalex.org/W7160909037","doi":"https://doi.org/10.48550/arxiv.2605.08742","title":"Narrative Landscape: Mapping Narrative Dispositions Across LLMs","display_name":"Narrative Landscape: Mapping Narrative Dispositions Across LLMs","publication_year":2026,"publication_date":"2026-05-09","ids":{"openalex":"https://openalex.org/W7160909037","doi":"https://doi.org/10.48550/arxiv.2605.08742"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.08742","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.08742","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":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.08742","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135966425","display_name":"Donghoon Jung","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jung, Donghoon","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135971201","display_name":"Jiwoo Choi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Choi, Jiwoo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135923269","display_name":"Songeun Chae","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chae, Songeun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5032873120","display_name":"Seohyon Jung","orcid":"https://orcid.org/0000-0002-3840-6212"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jung, Seohyon","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.32330000400543213,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.32330000400543213,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.1728000044822693,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.1462000012397766,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/narrative","display_name":"Narrative","score":0.8342999815940857},{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.664900004863739},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5730000138282776},{"id":"https://openalex.org/keywords/jaccard-index","display_name":"Jaccard index","score":0.5370000004768372},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4564000070095062},{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.3693000078201294},{"id":"https://openalex.org/keywords/scalar","display_name":"Scalar (mathematics)","score":0.3594000041484833}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.8342999815940857},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.664900004863739},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5730000138282776},{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.5370000004768372},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4564000070095062},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.388700008392334},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.3693000078201294},{"id":"https://openalex.org/C57691317","wikidata":"https://www.wikidata.org/wiki/Q1289248","display_name":"Scalar (mathematics)","level":2,"score":0.3594000041484833},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.35920000076293945},{"id":"https://openalex.org/C2778571376","wikidata":"https://www.wikidata.org/wiki/Q1355821","display_name":"Frontier","level":2,"score":0.35429999232292175},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3384999930858612},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.3346000015735626},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.325300008058548},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.322299987077713},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3206000030040741},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2851000130176544},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.28040000796318054},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2757999897003174},{"id":"https://openalex.org/C197947376","wikidata":"https://www.wikidata.org/wiki/Q5155608","display_name":"Comparability","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C91682802","wikidata":"https://www.wikidata.org/wiki/Q620538","display_name":"Multidimensional scaling","level":2,"score":0.26820001006126404}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.08742","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.08742","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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.08742","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.08742","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":false,"raw_source_name":null,"raw_type":"Preprint"},"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":{"This":[0],"study":[1],"proposes":[2],"a":[3,21,67,77,85],"quantitative":[4],"framework":[5],"for":[6,80],"profiling":[7],"LLM":[8],"dispositions":[9],"as":[10,43,53],"stable,":[11],"model-specific":[12],"regularities":[13],"in":[14],"output":[15],"under":[16],"repeated,":[17],"controlled":[18],"elicitation.":[19],"Using":[20],"structured":[22],"narrative":[23],"constraint-selection":[24],"task":[25],"administered":[26],"across":[27,55,89],"six":[28],"frontier":[29],"models":[30],"and":[31,50,92],"three":[32],"instruction":[33,95],"types,":[34],"we":[35],"operationalize":[36],"disposition":[37],"through":[38],"two":[39],"dimensions:":[40],"\"consistency\",":[41],"measured":[42,52],"cross-replication":[44],"selection":[45,74,101,117],"overlap":[46],"via":[47,57],"Jaccard":[48],"similarity,":[49],"\"diversity\",":[51],"dispersion":[54],"options":[56],"the":[58,98],"inverse":[59],"Simpson":[60],"index.":[61],"We":[62],"further":[63],"introduce":[64],"Narrative":[65],"Landscape,":[66],"PCA-based":[68],"visualization":[69],"that":[70,94,110],"maps":[71],"each":[72],"model's":[73],"profile":[75],"into":[76],"shared":[78],"space":[79],"direct":[81],"comparison.":[82],"Results":[83],"reveal":[84],"clear":[86],"rigidity-exploration":[87],"spectrum":[88],"model":[90],"families":[91],"show":[93],"types":[96],"shift":[97],"geometry":[99],"of":[100],"spaces":[102],"even":[103],"when":[104],"scalar":[105],"metrics":[106],"appear":[107],"similar,":[108],"indicating":[109],"comparable":[111],"scores":[112],"can":[113],"mask":[114],"qualitatively":[115],"distinct":[116],"topologies.":[118]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-13T00:00:00"}
