{"id":"https://openalex.org/W4391925591","doi":"https://doi.org/10.1365/s40702-024-01051-w","title":"Erkennungsverfahren f\u00fcr KI-generierte Texte: \u00dcberblick und Architekturentwurf","display_name":"Erkennungsverfahren f\u00fcr KI-generierte Texte: \u00dcberblick und Architekturentwurf","publication_year":2024,"publication_date":"2024-02-19","ids":{"openalex":"https://openalex.org/W4391925591","doi":"https://doi.org/10.1365/s40702-024-01051-w"},"language":"de","primary_location":{"id":"doi:10.1365/s40702-024-01051-w","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1365/s40702-024-01051-w","pdf_url":"https://link.springer.com/content/pdf/10.1365/s40702-024-01051-w.pdf","source":{"id":"https://openalex.org/S4210205328","display_name":"HMD Praxis der Wirtschaftsinformatik","issn_l":"1436-3011","issn":["1436-3011","2198-2775"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HMD Praxis der Wirtschaftsinformatik","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1365/s40702-024-01051-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018036130","display_name":"Thorsten Pr\u00f6hl","orcid":"https://orcid.org/0009-0003-5235-3801"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Thorsten Pr\u00f6hl","raw_affiliation_strings":["Fachgebiet Informations- und Kommunikationsmanagement, Technische Universit\u00e4t Berlin, Stra\u00dfe des 17.\u00a0Juni\u00a0135, 10623, Berlin, Deutschland","Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland"],"raw_orcid":"https://orcid.org/0009-0003-5235-3801","affiliations":[{"raw_affiliation_string":"Fachgebiet Informations- und Kommunikationsmanagement, Technische Universit\u00e4t Berlin, Stra\u00dfe des 17.\u00a0Juni\u00a0135, 10623, Berlin, Deutschland","institution_ids":["https://openalex.org/I4577782"]},{"raw_affiliation_string":"Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093953323","display_name":"Radoslaw Mohrhardt","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Radoslaw Mohrhardt","raw_affiliation_strings":["Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093953324","display_name":"Niels F\u00f6rster","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Niels F\u00f6rster","raw_affiliation_strings":["Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093953325","display_name":"Erik Putzier","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Erik Putzier","raw_affiliation_strings":["Fachgebiet Informations- und Kommunikationsmanagement, Technische Universit\u00e4t Berlin, Stra\u00dfe des 17.\u00a0Juni\u00a0135, 10623, Berlin, Deutschland","Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fachgebiet Informations- und Kommunikationsmanagement, Technische Universit\u00e4t Berlin, Stra\u00dfe des 17.\u00a0Juni\u00a0135, 10623, Berlin, Deutschland","institution_ids":["https://openalex.org/I4577782"]},{"raw_affiliation_string":"Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041821350","display_name":"R\u00fcdiger Zarnekow","orcid":"https://orcid.org/0000-0001-6826-8853"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"R\u00fcdiger Zarnekow","raw_affiliation_strings":["Fachgebiet Informations- und Kommunikationsmanagement, Technische Universit\u00e4t Berlin, Stra\u00dfe des 17.\u00a0Juni\u00a0135, 10623, Berlin, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fachgebiet Informations- und Kommunikationsmanagement, Technische Universit\u00e4t Berlin, Stra\u00dfe des 17.\u00a0Juni\u00a0135, 10623, Berlin, Deutschland","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5018036130"],"corresponding_institution_ids":["https://openalex.org/I4577782"],"apc_list":{"value":2490,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2490,"currency":"EUR","value_usd":2990},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01324926,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"61","issue":"2","first_page":"418","last_page":"435"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9990000128746033,"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":0.9990000128746033,"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":0.9983999729156494,"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/T10260","display_name":"Software Engineering Research","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/humanities","display_name":"Humanities","score":0.5472285151481628},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.3627672493457794}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.5472285151481628},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.3627672493457794}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1365/s40702-024-01051-w","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1365/s40702-024-01051-w","pdf_url":"https://link.springer.com/content/pdf/10.1365/s40702-024-01051-w.pdf","source":{"id":"https://openalex.org/S4210205328","display_name":"HMD Praxis der Wirtschaftsinformatik","issn_l":"1436-3011","issn":["1436-3011","2198-2775"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HMD Praxis der Wirtschaftsinformatik","raw_type":"journal-article"},{"id":"pmh:oai:econstor.eu:10419/315879","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/315879","pdf_url":"https://www.econstor.eu/bitstream/10419/315879/1/40702_2024_Article_1051.pdf","source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"doc-type:article"}],"best_oa_location":{"id":"doi:10.1365/s40702-024-01051-w","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1365/s40702-024-01051-w","pdf_url":"https://link.springer.com/content/pdf/10.1365/s40702-024-01051-w.pdf","source":{"id":"https://openalex.org/S4210205328","display_name":"HMD Praxis der Wirtschaftsinformatik","issn_l":"1436-3011","issn":["1436-3011","2198-2775"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HMD Praxis der Wirtschaftsinformatik","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324094","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391925591.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1494910745","https://openalex.org/W1967934488","https://openalex.org/W2040870580","https://openalex.org/W2045812729","https://openalex.org/W2402268235","https://openalex.org/W3034287667","https://openalex.org/W3114950584","https://openalex.org/W3139815689","https://openalex.org/W3140854437","https://openalex.org/W3212406280","https://openalex.org/W4205881250","https://openalex.org/W4225716729","https://openalex.org/W4229853360","https://openalex.org/W4230952907","https://openalex.org/W4236521339","https://openalex.org/W4287889356","https://openalex.org/W4361000349","https://openalex.org/W4389523752","https://openalex.org/W4390175962"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2899084033","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W1531601525","https://openalex.org/W4391375266"],"abstract_inverted_index":{"Zusammenfassung":[0],"Durch":[1,56],"Transformer-basierte":[2],"KI-Systeme":[3],"wurden":[4],"gro\u00dfe":[5,36],"Fortschritte,":[6],"u.":[7],"a.":[8],"in":[9,107,137],"den":[10,53],"Bereichen":[11],"Textverarbeitung":[12],"und":[13,23,66,90,147,156],"-verst\u00e4ndnis,":[14],"erreicht.":[15],"Diese":[16],"Deep-Learning-Modelle":[17],"erm\u00f6glichen":[18],"das":[19,148],"Generieren":[20],"von":[21,71,134],"Texten":[22,73,136],"bilden":[24],"die":[25,47,57,126,145,159],"Grundlage":[26,127],"moderner":[27],"Sprachmodelle.":[28],"Die":[29],"rasante":[30],"Entwicklung":[31,48,59],"der":[32,49,60,106,108],"letzten":[33],"Jahre":[34],"hat":[35],"Sprachmodelle,":[37],"wie":[38],"ChatGPT,":[39],"Bard":[40],"oder":[41],"VICUNA-13B,":[42],"hervorgebracht.":[43],"Der":[44],"Beitrag":[45],"pr\u00e4sentiert":[46],"Sprachmodelle":[50,61],"hin":[51],"zu":[52],"gro\u00dfen":[54],"Sprachmodellen.":[55],"fortschreitende":[58],"ergeben":[62],"sich":[63],"vielf\u00e4ltige":[64],"M\u00f6glichkeiten":[65],"Probleme,":[67],"weshalb":[68],"eine":[69],"Erkennung":[70,133],"LLM-generierten":[72],"wichtig":[74],"ist.":[75],"Dieser":[76],"Artikel":[77],"stellt":[78],"unterschiedliche":[79],"Ans\u00e4tze":[80],"bekannter":[81],"Erkennungsverfahren":[82],"dar.":[83],"Neben":[84],"statistischen":[85],"Klassifizierungsverfahren":[86],"werden":[87,94,112,118,144],"auch":[88],"Deep-Learning-basierte":[89],"Zero-Shot-Verfahren":[91],"besprochen.":[92],"Daneben":[93],"ein":[95],"kompressionsorientierter":[96],"Ansatz":[97,131],"vorgestellt":[98,155],"sowie":[99,158],"Kennzeichnungsverfahren":[100],"pr\u00e4sentiert.":[101,115],"Nach":[102],"dem":[103,153],"tabellarischen":[104],"Vergleich":[105],"Literatur":[109],"vorgestellten":[110],"Verfahren":[111],"implementierte":[113],"Softwaredetektoren":[114],"Im":[116],"Anschluss":[117],"\u00dcberlegungen":[119],"zum":[120],"Entwurf":[121],"eines":[122],"Trainingsdatensatzes":[123],"aufgezeigt,":[124],"wodurch":[125],"f\u00fcr":[128],"einen":[129],"eigenen":[130,151],"zur":[132],"KI-generierten":[135],"deutscher":[138],"Sprache":[139],"geschaffen":[140],"wird.":[141],"Dar\u00fcber":[142],"hinaus":[143],"Architektur":[146],"Design":[149],"des":[150],"Ansatzes,":[152],"KI-Inhalte-Detektor,":[154],"beschrieben":[157],"Limitationen":[160],"aufgezeigt.":[161]},"counts_by_year":[],"updated_date":"2026-01-26T23:06:41.788003","created_date":"2024-02-20T00:00:00"}