{"id":"https://openalex.org/W4416037833","doi":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.7","title":"PTUK-HULAT at AraGenEval Shared Task: Fine-tuning XLM-RoBERTa for AI-Generated Arabic News Detection","display_name":"PTUK-HULAT at AraGenEval Shared Task: Fine-tuning XLM-RoBERTa for AI-Generated Arabic News Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416037833","doi":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.7"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.7","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.7","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.7.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.7.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114815338","display_name":"Tasneem Duridi","orcid":"https://orcid.org/0000-0001-8809-0781"},"institutions":[{"id":"https://openalex.org/I2799716270","display_name":"Palestine Technical University - Kadoorie","ror":"https://ror.org/00cfa1c07","country_code":"PS","type":"education","lineage":["https://openalex.org/I2799716270"]}],"countries":["PS"],"is_corresponding":false,"raw_author_name":"Tasneem Duridi","raw_affiliation_strings":["Computer Science Department Palestine Technical University -kadoorie Tulkarm , Palestine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department Palestine Technical University -kadoorie Tulkarm , Palestine","institution_ids":["https://openalex.org/I2799716270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010249809","display_name":"Areej Jaber","orcid":"https://orcid.org/0000-0002-0180-345X"},"institutions":[{"id":"https://openalex.org/I2799716270","display_name":"Palestine Technical University - Kadoorie","ror":"https://ror.org/00cfa1c07","country_code":"PS","type":"education","lineage":["https://openalex.org/I2799716270"]}],"countries":["PS"],"is_corresponding":false,"raw_author_name":"Areej Jaber","raw_affiliation_strings":["Computer Science Department Palestine Technical University -kadoorie Tulkarm , Palestine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department Palestine Technical University -kadoorie Tulkarm , Palestine","institution_ids":["https://openalex.org/I2799716270"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009969418","display_name":"Paloma Mart\u0131\u0301nez","orcid":"https://orcid.org/0000-0003-3013-3771"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paloma Mart\u00ednez","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31070383,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"42","last_page":"48"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.29330000281333923,"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":0.29330000281333923,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.2046000063419342,"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":0.06790000200271606,"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/arabic","display_name":"Arabic","score":0.41530001163482666},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.28290000557899475},{"id":"https://openalex.org/keywords/headline","display_name":"Headline","score":0.24400000274181366},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.2378000020980835}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5476999878883362},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.5101000070571899},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4717000126838684},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43470001220703125},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.41530001163482666},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.2840999960899353},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.28290000557899475},{"id":"https://openalex.org/C2778689934","wikidata":"https://www.wikidata.org/wiki/Q1313396","display_name":"Headline","level":2,"score":0.24400000274181366},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2378000020980835},{"id":"https://openalex.org/C59656382","wikidata":"https://www.wikidata.org/wiki/Q191536","display_name":"Conjunction (astronomy)","level":2,"score":0.2224999964237213}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.7","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.7","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.7.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.7","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.7","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.7.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320319275","display_name":"Palestine Technical University Kadoorie","ror":"https://ror.org/00cfa1c07"},{"id":"https://openalex.org/F4320323770","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416037833.pdf","grobid_xml":"https://content.openalex.org/works/W4416037833.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"authenticity":[1],"of":[2,15,36,77,90],"digital":[3],"content":[4],"has":[5],"become":[6],"an":[7,88],"increasingly":[8],"critical":[9],"challenge":[10],"with":[11],"the":[12,34,47,80,84,93,99,107],"rapid":[13],"adoption":[14],"generative":[16],"AI":[17],"tools,":[18],"especially":[19],"for":[20],"low-resource":[21],"languages":[22],"such":[23],"as":[24],"Arabic.The":[25],"language's":[26],"rich":[27],"morphology":[28],"and":[29,110],"domain":[30],"diversity":[31],"further":[32],"complicate":[33],"detection":[35],"machine-generated":[37],"Arabic":[38,59],"text.In":[39],"this":[40],"work,":[41],"we":[42],"present":[43],"our":[44,104,115],"submission":[45],"to":[46],"ARATECT":[48],"4.3":[49],"shared":[50],"task,":[51],"Subtask":[52],"3,":[53],"which":[54],"focuses":[55],"on":[56,69,79,92,98],"identifying":[57],"AI-generated":[58],"news":[60],"articles.Our":[61],"approach":[62],"employs":[63],"fine-tuned":[64],"multilingual":[65],"transformer":[66],"models":[67],"based":[68],"XLM-RoBERTa.The":[70],"XLM-RoBERTa-large":[71],"model":[72,86],"achieved":[73],"a":[74],"macro":[75],"F1-score":[76,89],"0.93":[78],"development":[81],"set,":[82,95],"while":[83],"XLM-RoBERTa-base":[85],"obtained":[87],"0.78":[91],"test":[94],"ranking":[96],"fourth":[97],"official":[100],"leaderboard.This":[101],"paper":[102],"outlines":[103],"methodology,":[105],"presents":[106],"experimental":[108],"results,":[109],"discusses":[111],"key":[112],"insights":[113],"from":[114],"participation.":[116]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-11-08T00:00:00"}
