{"id":"https://openalex.org/W4391925591","doi":"https://doi.org/10.1365/s40702-024-01051-w","title":"Detection Methods for AI-generated Texts: Overview and Architectural Design","display_name":"Detection Methods for AI-generated Texts: Overview and Architectural Design","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":{"is_oa":true,"landing_page_url":"https://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/P4310319965","https://openalex.org/P4310319900"],"host_organization_lineage_names":["Springer Nature","Springer Science+Business Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-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":false},"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"],"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"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093953323","display_name":"Radoslaw Mohrhardt","orcid":null},"institutions":[],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Radoslaw Mohrhardt","raw_affiliation_strings":["Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland"],"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":["DE"],"is_corresponding":false,"raw_author_name":"Niels F\u00f6rster","raw_affiliation_strings":["Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland"],"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":[],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Erik Putzier","raw_affiliation_strings":["Trustami GmbH, Bamberger Stra\u00dfe\u00a040, 10779, Berlin, Deutschland"],"affiliations":[{"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"],"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"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5018036130"],"corresponding_institution_ids":["https://openalex.org/I4577782"],"apc_list":{"value":2490,"currency":"EUR","value_usd":2990,"provenance":"doaj"},"apc_paid":{"value":2490,"currency":"EUR","value_usd":2990,"provenance":"doaj"},"fwci":0.0,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":86},"biblio":{"volume":"61","issue":"2","first_page":"418","last_page":"435"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Natural Language Processing","score":0.9359,"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":"Natural Language Processing","score":0.9359,"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/T11512","display_name":"Anomaly Detection in High-Dimensional Data","score":0.9355,"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/T10601","display_name":"Handwriting Recognition and Text Detection","score":0.9151,"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/text-detection","display_name":"Text Detection","score":0.555249},{"id":"https://openalex.org/keywords/scene-text-recognition","display_name":"Scene Text Recognition","score":0.531119},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"Topic Modeling","score":0.529949},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep Learning","score":0.513531},{"id":"https://openalex.org/keywords/handwriting-recognition","display_name":"Handwriting Recognition","score":0.506419}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.50818324},{"id":"https://openalex.org/C2984241579","wikidata":"https://www.wikidata.org/wiki/Q323611","display_name":"Architectural design","level":3,"score":0.45051497},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.35809392},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.34034646},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3298092},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2838384},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.23047394},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.22223642},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.15068889}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://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/P4310319965","https://openalex.org/P4310319900"],"host_organization_lineage_names":["Springer Nature","Springer Science+Business Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://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/P4310319965","https://openalex.org/P4310319900"],"host_organization_lineage_names":["Springer Nature","Springer Science+Business Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.81}],"grants":[{"funder":"https://openalex.org/F4320324094","funder_display_name":"Technische Universit\u00e4t Berlin","award_id":null}],"datasets":[],"versions":[],"referenced_works_count":18,"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/W4236521339","https://openalex.org/W4253084653","https://openalex.org/W4287889356","https://openalex.org/W4361000349","https://openalex.org/W4389523752","https://openalex.org/W4390175962"],"related_works":["https://openalex.org/W4300579270","https://openalex.org/W2392747269","https://openalex.org/W2389533596","https://openalex.org/W2367726461","https://openalex.org/W2358516538","https://openalex.org/W2351362467","https://openalex.org/W2229257104","https://openalex.org/W2206506570","https://openalex.org/W1965012422","https://openalex.org/W1509920548"],"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]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4391925591","counts_by_year":[],"updated_date":"2024-10-21T09:23:58.390843","created_date":"2024-02-20"}