{"id":"https://openalex.org/W7163216035","doi":"https://doi.org/10.1109/ie69249.2026.11539043","title":"Mixture of Experts Approach for Cross-Lingual Detection of AI-Generated Arabic Text","display_name":"Mixture of Experts Approach for Cross-Lingual Detection of AI-Generated Arabic Text","publication_year":2026,"publication_date":"2026-06-02","ids":{"openalex":"https://openalex.org/W7163216035","doi":"https://doi.org/10.1109/ie69249.2026.11539043"},"language":null,"primary_location":{"id":"doi:10.1109/ie69249.2026.11539043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ie69249.2026.11539043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 22nd International Conference on Intelligent Environments (IE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116407143","display_name":"Kaoutar Zita","orcid":null},"institutions":[{"id":"https://openalex.org/I4210115782","display_name":"University of Ghardaia","ror":"https://ror.org/02ck5yd04","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210115782"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Kaoutar Zita","raw_affiliation_strings":["Universit&#x00E9; de Ghardaia,LMSA lab.,Dept. of Math and CS,Ghardaia,Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Ghardaia,LMSA lab.,Dept. of Math and CS,Ghardaia,Algeria","institution_ids":["https://openalex.org/I4210115782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049252422","display_name":"Attia Nehar","orcid":"https://orcid.org/0000-0002-3245-6913"},"institutions":[{"id":"https://openalex.org/I4210086990","display_name":"Ziane Achour University of Djelfa","ror":"https://ror.org/000jvv118","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210086990"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Attia Nehar","raw_affiliation_strings":["Ziane Achour University,Dept. CS,Djelfa,Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ziane Achour University,Dept. CS,Djelfa,Algeria","institution_ids":["https://openalex.org/I4210086990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010884756","display_name":"Abdelkader Khelil","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086990","display_name":"Ziane Achour University of Djelfa","ror":"https://ror.org/000jvv118","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210086990"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Abdelkader Khelil","raw_affiliation_strings":["Ziane Achour University,Dept. CS,Djelfa,Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ziane Achour University,Dept. CS,Djelfa,Algeria","institution_ids":["https://openalex.org/I4210086990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010775727","display_name":"Slimane Bellaouar","orcid":"https://orcid.org/0000-0001-8357-5501"},"institutions":[{"id":"https://openalex.org/I4210115782","display_name":"University of Ghardaia","ror":"https://ror.org/02ck5yd04","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210115782"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Slimane Bellaouar","raw_affiliation_strings":["Universit&#x00E9; de Ghardaia,LMSA lab.,Dept. of Math and CS,Ghardaia,Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Ghardaia,LMSA lab.,Dept. of Math and CS,Ghardaia,Algeria","institution_ids":["https://openalex.org/I4210115782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046969653","display_name":"Hadda Cherroun","orcid":"https://orcid.org/0000-0002-5117-0320"},"institutions":[{"id":"https://openalex.org/I50219554","display_name":"University of Laghouat","ror":"https://ror.org/018bbh535","country_code":"DZ","type":"education","lineage":["https://openalex.org/I50219554"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Hadda Cherroun","raw_affiliation_strings":["Amar Telidji University,LIM lab.,Laghouat,Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amar Telidji University,LIM lab.,Laghouat,Algeria","institution_ids":["https://openalex.org/I50219554"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.90080787,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.3244999945163727,"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":0.3244999945163727,"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/T13629","display_name":"Text Readability and Simplification","score":0.11159999668598175,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.08950000256299973,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3260999917984009},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2858999967575073},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.27959999442100525},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.2231999933719635}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6266999840736389},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6116999983787537},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5511999726295471},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3260999917984009},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.23770000040531158},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.23350000381469727},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.2231999933719635},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.22269999980926514}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ie69249.2026.11539043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ie69249.2026.11539043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 22nd International Conference on Intelligent Environments (IE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6862446665763855,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2066334462","https://openalex.org/W2952638691","https://openalex.org/W3035390927","https://openalex.org/W4385541881","https://openalex.org/W4389519982","https://openalex.org/W4392913295","https://openalex.org/W4400207838","https://openalex.org/W4402672003","https://openalex.org/W4406236959","https://openalex.org/W4416037688","https://openalex.org/W4416037827"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"addresses":[2],"the":[3,35,69],"gap":[4],"in":[5,83,90],"cross-lingual":[6,16,98],"detection":[7],"of":[8,27,39,46,72,80],"AI-generated":[9,30,100],"Arabic":[10,22,25,85,99],"text":[11,101],"by":[12],"constructing":[13],"a":[14,44,56],"balanced":[15],"dataset":[17],"that":[18,49,68],"includes":[19],"both":[20],"original":[21,84],"texts":[23,86],"and":[24,29,87],"translations":[26],"human-written":[28],"English":[31],"content.":[32],"To":[33],"manage":[34],"linguistic":[36],"variability":[37],"characteristic":[38],"this":[40],"setting,":[41],"we":[42],"propose":[43],"Mixture":[45,71],"Experts":[47,73],"framework":[48],"integrates":[50],"several":[51],"pretrained":[52],"language":[53],"models":[54],"through":[55],"gating":[57],"mechanism":[58],"designed":[59],"to":[60],"leverage":[61],"their":[62],"complementary":[63],"capabilities.":[64],"Experimental":[65],"results":[66],"show":[67],"proposed":[70],"approach":[74],"outperforms":[75],"individual":[76],"models,":[77],"achieving":[78],"F1-scores":[79],"99.28":[81],"%":[82,89],"97.75":[88],"translated":[91],"texts,":[92],"highlighting":[93],"its":[94],"effectiveness":[95],"for":[96],"robust":[97],"detection.":[102]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-06-03T00:00:00"}
