{"id":"https://openalex.org/W4382562261","doi":"https://doi.org/10.23919/mipro57284.2023.10159740","title":"DistilBERT and RoBERTa Models for Identification of Fake News","display_name":"DistilBERT and RoBERTa Models for Identification of Fake News","publication_year":2023,"publication_date":"2023-05-22","ids":{"openalex":"https://openalex.org/W4382562261","doi":"https://doi.org/10.23919/mipro57284.2023.10159740"},"language":"en","primary_location":{"id":"doi:10.23919/mipro57284.2023.10159740","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro57284.2023.10159740","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 46th MIPRO ICT and Electronics Convention (MIPRO)","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/A5066943901","display_name":"Andrej Kitanovski","orcid":"https://orcid.org/0000-0001-9385-538X"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Saints Cyril and Methodius University of Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":true,"raw_author_name":"A. Kitanovski","raw_affiliation_strings":["Ss. Cyril and Methodius University in Skopje,Faculty of computer science and engineering,Skopje,Macedonia","Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, Skopje, Macedonia"],"affiliations":[{"raw_affiliation_string":"Ss. Cyril and Methodius University in Skopje,Faculty of computer science and engineering,Skopje,Macedonia","institution_ids":["https://openalex.org/I76245029"]},{"raw_affiliation_string":"Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, Skopje, Macedonia","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055256036","display_name":"Martina Toshevska","orcid":"https://orcid.org/0000-0001-5045-069X"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Saints Cyril and Methodius University of Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"M. Toshevska","raw_affiliation_strings":["Ss. Cyril and Methodius University in Skopje,Faculty of computer science and engineering,Skopje,Macedonia","Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, Skopje, Macedonia"],"affiliations":[{"raw_affiliation_string":"Ss. Cyril and Methodius University in Skopje,Faculty of computer science and engineering,Skopje,Macedonia","institution_ids":["https://openalex.org/I76245029"]},{"raw_affiliation_string":"Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, Skopje, Macedonia","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080264143","display_name":"Georgina Mirceva","orcid":"https://orcid.org/0000-0002-7191-1114"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Saints Cyril and Methodius University of Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"G. Mirceva","raw_affiliation_strings":["Ss. Cyril and Methodius University in Skopje,Faculty of computer science and engineering,Skopje,Macedonia","Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, Skopje, Macedonia"],"affiliations":[{"raw_affiliation_string":"Ss. Cyril and Methodius University in Skopje,Faculty of computer science and engineering,Skopje,Macedonia","institution_ids":["https://openalex.org/I76245029"]},{"raw_affiliation_string":"Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, Skopje, Macedonia","institution_ids":["https://openalex.org/I76245029"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5066943901"],"corresponding_institution_ids":["https://openalex.org/I76245029"],"apc_list":null,"apc_paid":null,"fwci":5.7981,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.95794317,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1102","last_page":"1106"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11644","display_name":"Spam and Phishing Detection","score":0.996999979019165,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/misinformation","display_name":"Misinformation","score":0.9485673308372498},{"id":"https://openalex.org/keywords/fake-news","display_name":"Fake news","score":0.8527098298072815},{"id":"https://openalex.org/keywords/harm","display_name":"Harm","score":0.7732558250427246},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7068362236022949},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.7048329710960388},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6467517614364624},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.469054251909256},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3495750427246094},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.34920454025268555},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3361373543739319},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2528175711631775},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21184438467025757},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.1325264871120453},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.1059197187423706}],"concepts":[{"id":"https://openalex.org/C2776990098","wikidata":"https://www.wikidata.org/wiki/Q13579947","display_name":"Misinformation","level":2,"score":0.9485673308372498},{"id":"https://openalex.org/C2779756789","wikidata":"https://www.wikidata.org/wiki/Q28549308","display_name":"Fake news","level":2,"score":0.8527098298072815},{"id":"https://openalex.org/C2777363581","wikidata":"https://www.wikidata.org/wiki/Q15098235","display_name":"Harm","level":2,"score":0.7732558250427246},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7068362236022949},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.7048329710960388},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6467517614364624},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.469054251909256},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3495750427246094},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.34920454025268555},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3361373543739319},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2528175711631775},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21184438467025757},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.1325264871120453},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.1059197187423706},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/mipro57284.2023.10159740","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro57284.2023.10159740","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 46th MIPRO ICT and Electronics Convention (MIPRO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W2294370754","https://openalex.org/W2763699126","https://openalex.org/W2778443828","https://openalex.org/W2896457183","https://openalex.org/W2965373594","https://openalex.org/W2978017171","https://openalex.org/W3200286571","https://openalex.org/W4200048988","https://openalex.org/W4212771934","https://openalex.org/W4283660407","https://openalex.org/W6638523607","https://openalex.org/W6755207826","https://openalex.org/W6766673545","https://openalex.org/W6768851824"],"related_works":["https://openalex.org/W3217433418","https://openalex.org/W3200544223","https://openalex.org/W2947635519","https://openalex.org/W4229377724","https://openalex.org/W3007047875","https://openalex.org/W4288474495","https://openalex.org/W2898969967","https://openalex.org/W4382562261","https://openalex.org/W3019709172","https://openalex.org/W4321844021"],"abstract_inverted_index":{"The":[0,94],"proliferation":[1],"of":[2,17,50,72,88,96,123],"fake":[3,38,60,107,129],"news":[4,39,74,130],"has":[5],"become":[6],"a":[7,45,70],"significant":[8],"issue":[9],"in":[10,86,105,116],"today\u2019s":[11],"society,":[12],"affecting":[13],"the":[14,28,48,121],"public\u2019s":[15],"perception":[16],"current":[18],"events":[19],"and":[20,25,36,52,76,92,131],"causing":[21],"harm":[22],"to":[23,126],"individuals":[24],"organizations.":[26],"Therefore,":[27],"need":[29],"for":[30,58],"automated":[31],"systems":[32],"that":[33,100],"can":[34],"identify":[35,128],"flag":[37],"is":[40],"critical.":[41],"This":[42],"paper":[43],"presents":[44],"study":[46,119],"on":[47,69,79],"effectiveness":[49],"DistilBERT":[51],"RoBERTa,":[53],"two":[54,80],"state-of-the-art":[55],"language":[56],"models,":[57],"detecting":[59,106],"news.":[61],"In":[62],"this":[63],"study,":[64],"we":[65],"trained":[66],"both":[67,101],"models":[68,102,125],"dataset":[71],"labelled":[73],"articles":[75],"evaluated":[77],"them":[78],"different":[81],"datasets,":[82],"comparing":[83],"their":[84],"performance":[85],"terms":[87],"accuracy,":[89],"precision,":[90],"recall":[91],"F1-score.":[93],"results":[95,115],"our":[97],"experiments":[98],"show":[99],"perform":[103],"well":[104],"news,":[108],"with":[109],"RoBERTa":[110],"model":[111],"achieving":[112],"slightly":[113],"better":[114],"overall.":[117],"Our":[118],"highlights":[120],"ability":[122],"these":[124],"effectively":[127],"help":[132],"combat":[133],"misinformation.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
