{"id":"https://openalex.org/W4416679294","doi":"https://doi.org/10.3390/bdcc10110375","title":"SaRoHead: Detecting Satire in a Multi-Domain Romanian News Headline Dataset","display_name":"SaRoHead: Detecting Satire in a Multi-Domain Romanian News Headline Dataset","publication_year":2026,"publication_date":"2026-11-04","ids":{"openalex":"https://openalex.org/W4416679294","doi":"https://doi.org/10.3390/bdcc10110375"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc10110375","doi":"https://doi.org/10.3390/bdcc10110375","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc10110375","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["arxiv","crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/bdcc10110375","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120428975","display_name":"Mihnea-Alexandru V\u00eerlan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Mihnea-Alexandru V\u00eerlan","raw_affiliation_strings":["Faculty of Automatic Control and Computers, National University of Science and Technology POLITEHNICA Bucharest, 060042 Bucharest, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Automatic Control and Computers, National University of Science and Technology POLITEHNICA Bucharest, 060042 Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160647337","display_name":"George-Iulian Zamfirescu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"George-Iulian Zamfirescu","raw_affiliation_strings":["Faculty of Automatic Control and Computers, National University of Science and Technology POLITEHNICA Bucharest, 060042 Bucharest, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Automatic Control and Computers, National University of Science and Technology POLITEHNICA Bucharest, 060042 Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073206067","display_name":"R\u0103zvan-Alexandru Sm\u0103du","orcid":"https://orcid.org/0000-0002-5660-2225","observed_orcids":["https://orcid.org/0000-0002-5660-2225"]},"institutions":[{"id":"https://openalex.org/I33800924","display_name":"Academia Oamenilor de \u0218tiin\u021b\u0103 din Rom\u00e2nia","ror":"https://ror.org/04ybnj478","country_code":"RO","type":"facility","lineage":["https://openalex.org/I33800924"]},{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"R\u0103zvan-Alexandru Sm\u0103du","raw_affiliation_strings":["Academy of Romanian Scientists, 54 Splaiul Independen\u021bei, 050094 Bucharest, Romania","Faculty of Automatic Control and Computers, National University of Science and Technology POLITEHNICA Bucharest, 060042 Bucharest, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy of Romanian Scientists, 54 Splaiul Independen\u021bei, 050094 Bucharest, Romania","institution_ids":["https://openalex.org/I33800924"]},{"raw_affiliation_string":"Faculty of Automatic Control and Computers, National University of Science and Technology POLITEHNICA Bucharest, 060042 Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021534206","display_name":"Dumitru-Clementin Cercel","orcid":"https://orcid.org/0000-0002-8217-165X","observed_orcids":["https://orcid.org/0000-0002-8217-165X"]},"institutions":[{"id":"https://openalex.org/I33800924","display_name":"Academia Oamenilor de \u0218tiin\u021b\u0103 din Rom\u00e2nia","ror":"https://ror.org/04ybnj478","country_code":"RO","type":"facility","lineage":["https://openalex.org/I33800924"]},{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Dumitru-Clementin Cercel","raw_affiliation_strings":["Academy of Romanian Scientists, 54 Splaiul Independen\u021bei, 050094 Bucharest, Romania","Faculty of Automatic Control and Computers, National University of Science and Technology POLITEHNICA Bucharest, 060042 Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-8217-165X","affiliations":[{"raw_affiliation_string":"Academy of Romanian Scientists, 54 Splaiul Independen\u021bei, 050094 Bucharest, Romania","institution_ids":["https://openalex.org/I33800924"]},{"raw_affiliation_string":"Faculty of Automatic Control and Computers, National University of Science and Technology POLITEHNICA Bucharest, 060042 Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5021534206"],"corresponding_institution_ids":["https://openalex.org/I33800924","https://openalex.org/I61641377"],"apc_list":{"value":1800,"currency":"CHF","value_usd":2172},"apc_paid":{"value":1800,"currency":"CHF","value_usd":2172},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01445548,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"11","first_page":"375","last_page":"375"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.5708000063896179,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.5708000063896179,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.24040000140666962,"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/T10028","display_name":"Topic Modeling","score":0.08969999849796295,"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/satire-detection","display_name":"satire detection","score":0.8980000019073486},{"id":"https://openalex.org/keywords/newspaper-headlines","display_name":"news headlines","score":0.8309999704360962},{"id":"https://openalex.org/keywords/romanian-language","display_name":"Romanian language","score":0.9829999804496765},{"id":"https://openalex.org/keywords/clickbait","display_name":"clickbait","score":0.7210000157356262},{"id":"https://openalex.org/keywords/sarcasm","display_name":"sarcasm","score":0.5199999809265137},{"id":"https://openalex.org/keywords/irony","display_name":"irony","score":0.8550000190734863},{"id":"https://openalex.org/keywords/meta-learning","display_name":"meta-learning","score":0.7070000171661377},{"id":"https://openalex.org/keywords/reptiles","display_name":"reptiles","score":0.6990000009536743},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.8069999814033508},{"id":"https://openalex.org/keywords/multi-domain-dataset","display_name":"multi-domain dataset","score":0.5680000185966492}],"concepts":[{"id":"https://openalex.org/C2778689934","wikidata":"https://www.wikidata.org/wiki/Q1313396","display_name":"Headline","level":2,"score":0.9945999979972839},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6694999933242798},{"id":"https://openalex.org/C2780583480","wikidata":"https://www.wikidata.org/wiki/Q1366327","display_name":"Tone (literature)","level":2,"score":0.545199990272522},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5145000219345093},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5005999803543091},{"id":"https://openalex.org/C129400051","wikidata":"https://www.wikidata.org/wiki/Q7913","display_name":"Romanian","level":2,"score":0.4717999994754791},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4514999985694885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4514000117778778},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.36970001459121704},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.36899998784065247},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.3285999894142151},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.26840001344680786},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.2547000050544739},{"id":"https://openalex.org/C2993724205","wikidata":"https://www.wikidata.org/wiki/Q315","display_name":"Human language","level":2,"score":0.2542000114917755},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2533999979496002}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/bdcc10110375","doi":"https://doi.org/10.3390/bdcc10110375","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc10110375","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2504.07612","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.07612","pdf_url":"https://arxiv.org/pdf/2504.07612","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2504.07612","doi":"https://doi.org/10.48550/arxiv.2504.07612","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2504.07612","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.3390/bdcc10110375","doi":"https://doi.org/10.3390/bdcc10110375","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc10110375","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416679294.pdf","grobid_xml":"https://content.openalex.org/works/W4416679294.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4416018114","https://openalex.org/W4414044675","https://openalex.org/W3135466505","https://openalex.org/W3160262992","https://openalex.org/W2845859134","https://openalex.org/W7127582897","https://openalex.org/W4210997766","https://openalex.org/W4400975455","https://openalex.org/W6910613389","https://openalex.org/W7167944197"],"abstract_inverted_index":{"News":[0],"headlines":[1,92,104,175],"mainly":[2],"aim":[3],"to":[4,22,26,194],"summarize":[5,23],"an":[6,187],"event":[7],"in":[8,12,103],"a":[9,13,50,86,178],"news":[10,91],"article":[11,69],"few":[14],"words.":[15],"Media":[16],"outlets":[17],"may":[18,33,52],"use":[19],"them":[20,157],"either":[21],"objectively":[24],"or":[25],"attract":[27],"attention.":[28],"For":[29],"the":[30,43,68,71,135,165,183],"latter,":[31],"they":[32],"employ":[34],"stylistic":[35],"devices":[36],"such":[37],"as":[38,186],"sarcasm,":[39],"irony,":[40],"and":[41,64,70,96,99,114,162,170,190],"exaggeration,":[42],"key":[44],"elements":[45],"of":[46,88],"satire.":[47],"Consequently,":[48],"even":[49],"headline":[51],"reflect":[53],"that":[54],"tone.":[55],"Romanian":[56,90,145],"approaches":[57],"typically":[58],"detect":[59],"non-conventional":[60],"tones":[61],"(i.e.,":[62],"satire":[63],"clickbait)":[65],"by":[66],"combining":[67],"headline,":[72],"so":[73],"headline-only":[74],"analysis":[75],"remains":[76],"largely":[77],"unexplored.":[78],"To":[79],"address":[80],"this":[81,195],"gap,":[82],"we":[83,181],"introduce":[84],"SaRoHead,":[85],"dataset":[87],"20,676":[89],"spanning":[93],"social,":[94],"politics,":[95],"sports":[97],"domains,":[98],"analyze":[100],"satirical":[101,174],"tone":[102],"alone.":[105],"We":[106],"benchmark":[107,196],"standard":[108,128],"machine":[109,129],"learning":[110,130],"algorithms,":[111],"transformer-based":[112],"classifiers,":[113],"large":[115],"language":[116],"models":[117,126],"(LLMs),":[118],"each":[119],"with":[120,159],"five":[121],"random":[122],"seeds.":[123],"Bidirectional":[124],"transformer":[125],"outperform":[127],"approaches.":[131],"Among":[132],"BERT-based":[133],"settings,":[134],"meta-learning":[136],"Reptile":[137],"approach":[138],"performs":[139],"best":[140],"(pooled":[141],"F1":[142],"90.42":[143],"for":[144],"BERT).":[146],"LLMs":[147],"struggle":[148],"under":[149],"few-shot":[150],"in-context":[151],"learning,":[152],"but":[153],"parameter-efficient":[154],"fine-tuning":[155],"makes":[156],"competitive,":[158],"LoRA":[160],"RoGemma":[161],"RoLlama3":[163],"achieving":[164],"highest":[166],"pooled":[167],"F1-scores":[168],"(92.7":[169],"92.0).":[171],"Because":[172],"all":[173],"originate":[176],"from":[177],"single":[179],"outlet,":[180],"treat":[182],"reported":[184],"scores":[185],"upper":[188],"bound":[189],"restrict":[191],"our":[192],"claims":[193],"setting.":[197]},"counts_by_year":[],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2025-10-10T00:00:00"}
