{"id":"https://openalex.org/W7151072005","doi":"https://doi.org/10.48550/arxiv.2604.03136","title":"StoryScope: Investigating idiosyncrasies in AI fiction","display_name":"StoryScope: Investigating idiosyncrasies in AI fiction","publication_year":2026,"publication_date":"2026-04-03","ids":{"openalex":"https://openalex.org/W7151072005","doi":"https://doi.org/10.48550/arxiv.2604.03136"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.03136","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.03136","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":"public-domain","license_id":"https://openalex.org/licenses/public-domain","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.2604.03136","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057574355","display_name":"Jenna Russell","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Russell, Jenna","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093285970","display_name":"Rishanth Rajendhran","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rajendhran, Rishanth","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Pham, Chau Minh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pham, Chau Minh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Iyyer, Mohit","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Iyyer, Mohit","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Wieting, John","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wieting, John","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/T12380","display_name":"Authorship Attribution and Profiling","score":0.5178999900817871,"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/T12380","display_name":"Authorship Attribution and Profiling","score":0.5178999900817871,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.06300000101327896,"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/T10028","display_name":"Topic Modeling","score":0.05790000036358833,"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/narrative","display_name":"Narrative","score":0.8901000022888184},{"id":"https://openalex.org/keywords/character","display_name":"Character (mathematics)","score":0.5656999945640564},{"id":"https://openalex.org/keywords/agency","display_name":"Agency (philosophy)","score":0.49810001254081726},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4975000023841858},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.47360000014305115},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41929998993873596},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.40849998593330383},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.3889999985694885}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.8901000022888184},{"id":"https://openalex.org/C2780861071","wikidata":"https://www.wikidata.org/wiki/Q1062934","display_name":"Character (mathematics)","level":2,"score":0.5656999945640564},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5163000226020813},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.49810001254081726},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4975000023841858},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.47360000014305115},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.427700012922287},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41929998993873596},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.40849998593330383},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.3889999985694885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38269999623298645},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.3619999885559082},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.35830000042915344},{"id":"https://openalex.org/C78015137","wikidata":"https://www.wikidata.org/wiki/Q847829","display_name":"Narrative structure","level":3,"score":0.32179999351501465},{"id":"https://openalex.org/C2781095916","wikidata":"https://www.wikidata.org/wiki/Q36348","display_name":"Dream","level":2,"score":0.3172000050544739},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3091999888420105},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.29679998755455017},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.29190000891685486},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2815999984741211},{"id":"https://openalex.org/C63985673","wikidata":"https://www.wikidata.org/wiki/Q6966216","display_name":"Narrative network","level":5,"score":0.2662000060081482},{"id":"https://openalex.org/C100609095","wikidata":"https://www.wikidata.org/wiki/Q1335050","display_name":"Embodied cognition","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C28076734","wikidata":"https://www.wikidata.org/wiki/Q63087","display_name":"Coreference","level":3,"score":0.2605000138282776},{"id":"https://openalex.org/C117893075","wikidata":"https://www.wikidata.org/wiki/Q6966213","display_name":"Narrative inquiry","level":3,"score":0.25369998812675476},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.03136","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.03136","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":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.03136","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.03136","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":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7633503079414368,"id":"https://metadata.un.org/sdg/4"}],"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],"AI-generated":[1,39,212,252],"fiction":[2],"becomes":[3],"increasingly":[4],"prevalent,":[5],"questions":[6],"of":[7,32,77,91,137,140,149,156,219],"authorship":[8,132],"and":[9,61,101,110,127,163,178,202],"originality":[10],"are":[11],"becoming":[12],"central":[13],"to":[14,87,205,246],"how":[15],"written":[16,96],"work":[17,23],"is":[18],"evaluated.":[19],"While":[20],"most":[21],"existing":[22],"in":[24,215,235],"this":[25,157],"space":[26,76],"focuses":[27],"on":[28,49,53,199],"identifying":[29],"surface-level":[30],"signatures":[31],"AI":[33,125,159],"writing,":[34],"we":[35],"ask":[36],"instead":[37],"whether":[38],"stories":[40,160,170,213,224],"can":[41,243],"be":[42,244],"distinguished":[43],"from":[44,251],"human":[45,99,123,169],"ones":[46],"without":[47],"relying":[48],"stylistic":[50,144],"signals,":[51],"focusing":[52],"discourse-level":[54,78],"narrative":[55,79,152,220,237],"choices":[56,173],"such":[57],"as":[58,174],"character":[59,207],"agency":[60],"chronological":[62],"discontinuity.":[63],"We":[64,84,209],"propose":[65],"StoryScope,":[66],"a":[67,72,88,98,216],"pipeline":[68],"that":[69,142,211,233],"automatically":[70],"induces":[71],"fine-grained,":[73],"interpretable":[74],"feature":[75],"features":[80,113,117,153,185],"across":[81],"10":[82],"dimensions.":[83],"apply":[85],"StoryScope":[86],"parallel":[89],"corpus":[90],"10,272":[92],"writing":[93,241],"prompts,":[94],"each":[95,107],"by":[97],"author":[100],"five":[102],"LLMs,":[103],"yielding":[104],"61,608":[105],"stories,":[106],"~5,000":[108],"words,":[109],"304":[111],"extracted":[112],"per":[114],"story.":[115],"Narrative":[116],"alone":[118],"achieve":[119],"93.2%":[120],"macro-F1":[121,129],"for":[122,130,189],"vs.":[124],"detection":[126],"68.4%":[128],"six-way":[131,187],"attribution,":[133],"retaining":[134],"over":[135],"97%":[136],"the":[138],"performance":[139],"models":[141],"include":[143],"cues.":[145],"A":[146],"compact":[147],"set":[148],"30":[150],"core":[151],"captures":[154],"much":[155],"signal:":[158],"over-explain":[161],"themes":[162],"favor":[164],"tidy,":[165],"single-track":[166],"plots":[167],"while":[168,222],"frame":[171],"protagonist'":[172],"more":[175],"morally":[176],"ambiguous":[177],"have":[179],"increased":[180],"temporal":[181],"complexity.":[182],"Per-model":[183],"fingerprint":[184],"enable":[186],"attribution:":[188],"example,":[190],"Claude":[191],"produces":[192],"notably":[193],"flat":[194],"event":[195],"escalation,":[196],"GPT":[197],"over-indexes":[198],"dream":[200],"sequences,":[201],"Gemini":[203],"defaults":[204],"external":[206],"description.":[208],"find":[210],"cluster":[214],"shared":[217],"region":[218],"space,":[221],"human-authored":[223],"exhibit":[225],"greater":[226],"diversity.":[227],"More":[228],"broadly,":[229],"these":[230],"results":[231],"suggest":[232],"differences":[234],"underlying":[236],"construction,":[238],"not":[239],"just":[240],"style,":[242],"used":[245],"separate":[247],"human-written":[248],"original":[249],"works":[250],"fiction.":[253]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-07T00:00:00"}