{"id":"https://openalex.org/W7138059958","doi":"https://doi.org/10.48550/arxiv.2603.14430","title":"Creative Convergence or Imitation? Genre-Specific Homogeneity in LLM-Generated Chinese Literature","display_name":"Creative Convergence or Imitation? Genre-Specific Homogeneity in LLM-Generated Chinese Literature","publication_year":2026,"publication_date":"2026-03-15","ids":{"openalex":"https://openalex.org/W7138059958","doi":"https://doi.org/10.48550/arxiv.2603.14430"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.14430","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.14430","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":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.14430","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129662540","display_name":"Yuanchi Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ma, Yuanchi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129738339","display_name":"Kaize Shi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shi, Kaize","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129711154","display_name":"Hui He","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"He, Hui","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100393620","display_name":"Zhihua Zhang","orcid":"https://orcid.org/0009-0002-7653-882X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Zhihua","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129692805","display_name":"Zhongxiang Lei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei, Zhongxiang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065489616","display_name":"Ziliang Qiu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qiu, Ziliang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024521937","display_name":"Renfen Hu","orcid":"https://orcid.org/0000-0002-8310-5232"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hu, Renfen","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5129748057","display_name":"Jiamou Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Jiamou","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5129662540"],"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/T10028","display_name":"Topic Modeling","score":0.15199999511241913,"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":0.15199999511241913,"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/T12377","display_name":"Digital Humanities and Scholarship","score":0.1500999927520752,"subfield":{"id":"https://openalex.org/subfields/1208","display_name":"Literature and Literary Theory"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.12240000069141388,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/narrative","display_name":"Narrative","score":0.9071000218391418},{"id":"https://openalex.org/keywords/narrative-network","display_name":"Narrative network","score":0.6668999791145325},{"id":"https://openalex.org/keywords/narrative-criticism","display_name":"Narrative criticism","score":0.6297000050544739},{"id":"https://openalex.org/keywords/narratology","display_name":"Narratology","score":0.5922999978065491},{"id":"https://openalex.org/keywords/narrative-structure","display_name":"Narrative structure","score":0.5077000260353088},{"id":"https://openalex.org/keywords/narrative-inquiry","display_name":"Narrative inquiry","score":0.4738999903202057}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.9071000218391418},{"id":"https://openalex.org/C63985673","wikidata":"https://www.wikidata.org/wiki/Q6966216","display_name":"Narrative network","level":5,"score":0.6668999791145325},{"id":"https://openalex.org/C12772571","wikidata":"https://www.wikidata.org/wiki/Q1965350","display_name":"Narrative criticism","level":4,"score":0.6297000050544739},{"id":"https://openalex.org/C98369314","wikidata":"https://www.wikidata.org/wiki/Q382451","display_name":"Narratology","level":3,"score":0.5922999978065491},{"id":"https://openalex.org/C78015137","wikidata":"https://www.wikidata.org/wiki/Q847829","display_name":"Narrative structure","level":3,"score":0.5077000260353088},{"id":"https://openalex.org/C117893075","wikidata":"https://www.wikidata.org/wiki/Q6966213","display_name":"Narrative inquiry","level":3,"score":0.4738999903202057},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.46309998631477356},{"id":"https://openalex.org/C74279204","wikidata":"https://www.wikidata.org/wiki/Q1965353","display_name":"Narrative psychology","level":5,"score":0.42080000042915344},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4189999997615814},{"id":"https://openalex.org/C167651023","wikidata":"https://www.wikidata.org/wiki/Q1474611","display_name":"Plot (graphics)","level":2,"score":0.396699994802475},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.367900013923645},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.3474000096321106},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.33980000019073486},{"id":"https://openalex.org/C50159415","wikidata":"https://www.wikidata.org/wiki/Q6966208","display_name":"Narrative history","level":3,"score":0.3239000141620636},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.31029999256134033},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.2906999886035919},{"id":"https://openalex.org/C142259097","wikidata":"https://www.wikidata.org/wiki/Q5891314","display_name":"Homogeneity (statistics)","level":2,"score":0.2904999852180481},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.2865000069141388},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.27379998564720154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2671999931335449}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.14430","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.14430","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":"doi:10.48550/arxiv.2603.14430","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.14430","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":"article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.592086136341095,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"have":[4],"demonstrated":[5],"remarkable":[6],"capabilities":[7],"in":[8,122],"narrative":[9,47,58,67,80,84,90,103,117,137,144],"generation.":[10],"However,":[11],"they":[12],"often":[13],"produce":[14],"structurally":[15],"homogenized":[16],"stories,":[17],"frequently":[18],"following":[19],"repetitive":[20],"arrangements":[21],"and":[22,46,119,139],"combinations":[23],"of":[24,57,102,136],"plot":[25],"events":[26],"along":[27],"with":[28],"stereotypical":[29],"resolutions.":[30],"In":[31],"this":[32],"paper,":[33],"we":[34,77],"propose":[35],"a":[36,95],"novel":[37],"theoretical":[38],"framework":[39,50],"for":[40,114],"analysis":[41,101],"by":[42,61],"incorporating":[43],"Proppian":[44],"narratology":[45],"functions.":[48],"This":[49],"is":[51],"used":[52],"to":[53,63,87,98,131,142],"analyze":[54],"the":[55,100,111,115,134],"composition":[56],"texts":[59,124],"generated":[60,123],"LLMs":[62,128],"uncover":[64],"their":[65],"underlying":[66],"logic.":[68],"Taking":[69],"Chinese":[70],"web":[71,89],"literature":[72],"as":[73],"our":[74],"research":[75],"focus,":[76],"extend":[78],"Propp's":[79],"theory,":[81],"defining":[82],"34":[83],"functions":[85,138],"suited":[86],"modern":[88],"structures.":[91],"We":[92],"further":[93],"construct":[94],"human-annotated":[96],"corpus":[97],"support":[99],"structures":[104],"within":[105],"LLM-generated":[106],"text.":[107],"Experiments":[108],"reveal":[109],"that":[110,126],"primary":[112],"reasons":[113],"singular":[116],"logic":[118],"severe":[120],"homogenization":[121],"are":[125,129],"current":[127],"unable":[130],"correctly":[132],"comprehend":[133],"meanings":[135],"instead":[140],"adhere":[141],"rigid":[143],"generation":[145],"paradigms.":[146]},"counts_by_year":[],"updated_date":"2026-03-18T06:31:55.123368","created_date":"2026-03-18T00:00:00"}
