{"id":"https://openalex.org/W2797790703","doi":"https://doi.org/10.1109/tnnls.2019.2890970","title":"Natural Language Statistical Features of LSTM-Generated Texts","display_name":"Natural Language Statistical Features of LSTM-Generated Texts","publication_year":2019,"publication_date":"2019-04-03","ids":{"openalex":"https://openalex.org/W2797790703","doi":"https://doi.org/10.1109/tnnls.2019.2890970","mag":"2797790703","pmid":"https://pubmed.ncbi.nlm.nih.gov/30951479"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2019.2890970","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnnls.2019.2890970","pdf_url":"https://ieeexplore.ieee.org/ielx7/5962385/8886738/08681285.pdf","source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/5962385/8886738/08681285.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062424045","display_name":"Marco Lippi","orcid":"https://orcid.org/0000-0002-9663-1071"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Lippi","raw_affiliation_strings":["Department of Sciences and Methods for Engineering, University of Modena and Reggio Emilia, Modena, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9663-1071","affiliations":[{"raw_affiliation_string":"Department of Sciences and Methods for Engineering, University of Modena and Reggio Emilia, Modena, Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089716242","display_name":"Marcelo A. Montemurro","orcid":"https://orcid.org/0000-0003-0893-8530"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Marcelo A. Montemurro","raw_affiliation_strings":["Division of Neuroscience and Experimental Psychology, University of Manchester, Manchester, UK"],"raw_orcid":"https://orcid.org/0000-0003-0893-8530","affiliations":[{"raw_affiliation_string":"Division of Neuroscience and Experimental Psychology, University of Manchester, Manchester, UK","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052950997","display_name":"Mirko Degli Esposti","orcid":"https://orcid.org/0000-0003-0316-3449"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mirko Degli Esposti","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Bologna, Bologna, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Bologna, Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030507840","display_name":"Giampaolo Cristadoro","orcid":"https://orcid.org/0000-0003-4601-8575"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giampaolo Cristadoro","raw_affiliation_strings":["Department of Mathematics and Applications, University of Milano - Bicocca, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0003-4601-8575","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Applications, University of Milano - Bicocca, Milan, Italy","institution_ids":["https://openalex.org/I66752286"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.9299,"has_fulltext":true,"cited_by_count":95,"citation_normalized_percentile":{"value":0.96817876,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"30","issue":"11","first_page":"3326","last_page":"3337"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9994999766349792,"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":0.9994999766349792,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9986000061035156,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.7768986225128174},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6591712236404419},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.6536217331886292},{"id":"https://openalex.org/keywords/natural-language-generation","display_name":"Natural language generation","score":0.6168111562728882},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6066541075706482},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5610325336456299},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5018291473388672},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.4247661530971527},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.41681843996047974},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.22829791903495789}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7768986225128174},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6591712236404419},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.6536217331886292},{"id":"https://openalex.org/C2776187449","wikidata":"https://www.wikidata.org/wiki/Q1513879","display_name":"Natural language generation","level":3,"score":0.6168111562728882},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6066541075706482},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5610325336456299},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5018291473388672},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.4247661530971527},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.41681843996047974},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.22829791903495789},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":10,"locations":[{"id":"doi:10.1109/tnnls.2019.2890970","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnnls.2019.2890970","pdf_url":"https://ieeexplore.ieee.org/ielx7/5962385/8886738/08681285.pdf","source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:30951479","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30951479","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null},{"id":"pmh:oai:arXiv.org:1804.04087","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1804.04087","pdf_url":"https://arxiv.org/pdf/1804.04087","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:pure.atira.dk:publications/9e465575-c806-4fa9-8b83-1f126603d48e","is_oa":true,"landing_page_url":"https://www.research.manchester.ac.uk/portal/en/publications/natural-language-statistical-features-of-lstmgenerated-texts(9e465575-c806-4fa9-8b83-1f126603d48e).html","pdf_url":"https://arxiv.org/pdf/1804.04087.pdf","source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:iris.unimore.it:11380/1175476","is_oa":true,"landing_page_url":"http://hdl.handle.net/11380/1175476","pdf_url":"https://iris.unimore.it/bitstream/11380/1175476/1/IEEETNNLS19.pdf","source":{"id":"https://openalex.org/S4306400718","display_name":"IRIS UNIMORE (University of Modena and Reggio Emilia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122346577","host_organization_name":"University of Modena and Reggio Emilia","host_organization_lineage":["https://openalex.org/I122346577"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pure.atira.dk:publications/9e465575-c806-4fa9-8b83-1f126603d48e","is_oa":true,"landing_page_url":"https://research.manchester.ac.uk/en/publications/9e465575-c806-4fa9-8b83-1f126603d48e","pdf_url":"https://pure.manchester.ac.uk/ws/files/175402732/1804.04087v1.pdf","source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lippi, M, Montemurro, M A, Esposti, M D & Cristadoro, G 2019, 'Natural Language Statistical Features of LSTM-Generated Texts', IEEE Transactions on NEural Networks and Learning Systems, pp. 1. https://doi.org/10.1109/TNNLS.2019.2890970","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:boa.unimib.it:10281/252845","is_oa":true,"landing_page_url":"http://hdl.handle.net/10281/252845","pdf_url":null,"source":{"id":"https://openalex.org/S4306401259","display_name":"BOA (University of Milano-Bicocca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:cris.unibo.it:11585/694775","is_oa":false,"landing_page_url":"https://ieeexplore.ieee.org/document/8681285","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:flore.unifi.it:2158/1356466","is_oa":false,"landing_page_url":"https://hdl.handle.net/2158/1356466","pdf_url":null,"source":{"id":"https://openalex.org/S4306402033","display_name":"Florence Research (University of Florence)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45084792","host_organization_name":"University of Florence","host_organization_lineage":["https://openalex.org/I45084792"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:oro.open.ac.uk:79119","is_oa":false,"landing_page_url":"https://oro.open.ac.uk/79119/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401187","display_name":"Open Research Online (The Open University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I204136569","host_organization_name":"The Open University","host_organization_lineage":["https://openalex.org/I204136569"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"PeerReviewed"}],"best_oa_location":{"id":"doi:10.1109/tnnls.2019.2890970","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnnls.2019.2890970","pdf_url":"https://ieeexplore.ieee.org/ielx7/5962385/8886738/08681285.pdf","source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8799999952316284,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2797790703.pdf","grobid_xml":"https://content.openalex.org/works/W2797790703.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1498437823","https://openalex.org/W1517590677","https://openalex.org/W1591801644","https://openalex.org/W1645937837","https://openalex.org/W1689711448","https://openalex.org/W1810943226","https://openalex.org/W1895577753","https://openalex.org/W1905882502","https://openalex.org/W1951216520","https://openalex.org/W1985364607","https://openalex.org/W1998588442","https://openalex.org/W2004825349","https://openalex.org/W2008203686","https://openalex.org/W2012510869","https://openalex.org/W2018891628","https://openalex.org/W2021250792","https://openalex.org/W2040940389","https://openalex.org/W2053782355","https://openalex.org/W2054944591","https://openalex.org/W2057953526","https://openalex.org/W2058373514","https://openalex.org/W2059874566","https://openalex.org/W2060590556","https://openalex.org/W2064675550","https://openalex.org/W2065910179","https://openalex.org/W2072128103","https://openalex.org/W2077770566","https://openalex.org/W2079145130","https://openalex.org/W2087148916","https://openalex.org/W2095069785","https://openalex.org/W2095705004","https://openalex.org/W2103756638","https://openalex.org/W2107745473","https://openalex.org/W2107878631","https://openalex.org/W2110764329","https://openalex.org/W2115221470","https://openalex.org/W2122962290","https://openalex.org/W2139501017","https://openalex.org/W2140679639","https://openalex.org/W2150355110","https://openalex.org/W2180101149","https://openalex.org/W2250842199","https://openalex.org/W2478708596","https://openalex.org/W2483216554","https://openalex.org/W2495448072","https://openalex.org/W2564413773","https://openalex.org/W2736889448","https://openalex.org/W2766179782","https://openalex.org/W2919115771","https://openalex.org/W2963267799","https://openalex.org/W2998704965","https://openalex.org/W3102543255","https://openalex.org/W3105894932","https://openalex.org/W3124386704","https://openalex.org/W4231109964","https://openalex.org/W4246949612","https://openalex.org/W4285719527","https://openalex.org/W4301259831","https://openalex.org/W6674330103","https://openalex.org/W6680532216"],"related_works":["https://openalex.org/W2152921782","https://openalex.org/W382594479","https://openalex.org/W3034878914","https://openalex.org/W2470045054","https://openalex.org/W2944691285","https://openalex.org/W2575772232","https://openalex.org/W2151245229","https://openalex.org/W2140902089","https://openalex.org/W2030298461","https://openalex.org/W1510553545"],"abstract_inverted_index":{"Long":[0],"short-term":[1],"memory":[2],"(LSTM)":[3],"networks":[4],"have":[5,31],"recently":[6],"shown":[7,122],"remarkable":[8],"performance":[9],"in":[10,37,113,133],"several":[11],"tasks":[12],"that":[13,62,99],"are":[14,121,155],"dealing":[15],"with":[16],"natural":[17,65,134],"language":[18,60,85],"generation,":[19],"such":[20,45],"as":[21],"image":[22],"captioning":[23],"or":[24],"poetry":[25],"composition.":[26],"Yet,":[27],"only":[28],"few":[29],"works":[30],"analyzed":[32],"text":[33],"generated":[34,50],"by":[35,51,71,86],"LSTMs":[36],"order":[38],"to":[39,42,61,68,110,123,130,157],"quantitatively":[40],"evaluate":[41],"which":[43,151],"extent":[44],"artificial":[46],"texts":[47,105,154],"resemble":[48],"those":[49,69,131],"humans.":[52],"We":[53],"compared":[54],"the":[55,81,144,152],"statistical":[56,82,162],"structure":[57,83],"of":[58,63,74,84],"LSTM-generated":[59],"written":[64],"language,":[66],"and":[67,92,103,117],"produced":[70,153],"Markov":[72],"models":[73],"various":[75],"orders.":[76],"In":[77],"particular,":[78],"we":[79],"characterized":[80],"assessing":[87],"word-frequency":[88,115],"statistics,":[89],"long-range":[90,125],"correlations,":[91],"entropy":[93,118],"measures.":[94],"Our":[95],"main":[96],"finding":[97],"is":[98],"while":[100],"both":[101],"LSTM-":[102],"Markov-generated":[104],"can":[106],"exhibit":[107],"features":[108,163],"similar":[109],"real":[111,158],"ones":[112],"their":[114],"statistics":[116],"measures,":[119],"LSTM-texts":[120],"reproduce":[124],"correlations":[126],"at":[127],"scales":[128],"comparable":[129],"found":[132],"language.":[135],"Moreover,":[136],"for":[137],"LSTM":[138],"networks,":[139],"a":[140],"temperature-like":[141],"parameter":[142],"controlling":[143],"generation":[145],"process":[146],"shows":[147],"an":[148],"optimal":[149],"value-for":[150],"closest":[156],"language-consistent":[159],"across":[160],"different":[161],"investigated.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":23},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":23},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
