{"id":"https://openalex.org/W7163569040","doi":"https://doi.org/10.48550/arxiv.2606.04906","title":"'Your AI Text is not Mine': Redefining and Evaluating AI-generated Text Detection under Realistic Assumptions","display_name":"'Your AI Text is not Mine': Redefining and Evaluating AI-generated Text Detection under Realistic Assumptions","publication_year":2026,"publication_date":"2026-06-03","ids":{"openalex":"https://openalex.org/W7163569040","doi":"https://doi.org/10.48550/arxiv.2606.04906"},"language":"en","primary_location":{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:161178","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/view/person/Dycke=3ANils=3A=3A.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Report"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.04906","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090867431","display_name":"Nils Dycke","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dycke, Nils","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137853905","display_name":"Marina Sakharova","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sakharova, Marina","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075130141","display_name":"Nico Daheim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daheim, Nico","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5137846833","display_name":"Iryna Gurevych","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gurevych, Iryna","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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.20509999990463257,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.20509999990463257,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.14239999651908875,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.125900000333786,"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/benchmark","display_name":"Benchmark (surveying)","score":0.6899999976158142},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5418000221252441},{"id":"https://openalex.org/keywords/text-detection","display_name":"Text detection","score":0.39910000562667847},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3495999872684479},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.3215999901294708}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.762499988079071},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6899999976158142},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5418000221252441},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4796000123023987},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4715999960899353},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4196000099182129},{"id":"https://openalex.org/C2983589003","wikidata":"https://www.wikidata.org/wiki/Q167555","display_name":"Text detection","level":3,"score":0.39910000562667847},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3495999872684479},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.3215999901294708},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28459998965263367},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2702000141143799},{"id":"https://openalex.org/C2985684807","wikidata":"https://www.wikidata.org/wiki/Q1513879","display_name":"Text generation","level":2,"score":0.2526000142097473},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25209999084472656}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:161178","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/view/person/Dycke=3ANils=3A=3A.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Report"},{"id":"doi:10.48550/arxiv.2606.04906","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.04906","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.04906","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.04906","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6851814389228821}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Although":[0],"it":[1],"is":[2,14,87],"generally":[3],"agreed":[4],"that":[5,86,109],"AI-generated":[6,20,67],"text":[7,21,68,105],"poses":[8],"a":[9,79],"broad":[10,121],"societal":[11],"risk,":[12],"there":[13],"no":[15],"common":[16],"understanding":[17],"in":[18],"the":[19,95],"detection":[22],"literature":[23],"on":[24],"what":[25],"constitutes":[26],"harmful":[27],"use.":[28],"Rather,":[29],"existing":[30],"datasets":[31],"and":[32,39,46,54,69,98,107,126],"approaches":[33],"often":[34,47,111],"define":[35,63],"their":[36,41,70],"own":[37,42],"criteria":[38],"make":[40],"assumptions,":[43],"sometimes":[44],"implicitly,":[45],"only":[48,112],"loosely":[49],"related":[50],"to":[51],"real-world":[52],"needs":[53],"applications.":[55],"To":[56,72],"address":[57],"this":[58],"gap,":[59],"we":[60,75],"here":[61],"systematically":[62],"various":[64,103],"notions":[65,117],"of":[66,82],"characteristics.":[71],"study":[73],"these,":[74],"collect":[76],"AITDNA":[77],"-":[78],"new":[80],"benchmark":[81,102],"human-machine":[83],"co-constructed":[84],"texts":[85],"annotated":[88],"with":[89],"detailed":[90],"genesis":[91],"information,":[92],"such":[93],"as":[94,120],"entire":[96],"edit":[97],"AI-interaction":[99],"history.":[100],"We":[101,123],"machine-generated":[104],"detectors":[106],"find":[108],"they":[110],"perform":[113],"well":[114],"for":[115],"specific":[116],"but":[118],"not":[119],"detectors.":[122],"release":[124],"code":[125],"data":[127],"publicly.":[128]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-06-05T00:00:00"}
