{"id":"https://openalex.org/W4306809506","doi":"https://doi.org/10.1007/s12652-022-04447-y","title":"Transformer-based models for multimodal irony detection","display_name":"Transformer-based models for multimodal irony detection","publication_year":2022,"publication_date":"2022-10-19","ids":{"openalex":"https://openalex.org/W4306809506","doi":"https://doi.org/10.1007/s12652-022-04447-y"},"language":"en","primary_location":{"id":"doi:10.1007/s12652-022-04447-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-022-04447-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-022-04447-y.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12652-022-04447-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014858583","display_name":"David Tom\u00e1s","orcid":"https://orcid.org/0000-0003-3287-9366"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"David Tom\u00e1s","raw_affiliation_strings":["Department of Software and Computing Systems, University of Alicante, Alicante, Spain"],"raw_orcid":"https://orcid.org/0000-0003-3287-9366","affiliations":[{"raw_affiliation_string":"Department of Software and Computing Systems, University of Alicante, Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015714933","display_name":"Reynier Ortega Bueno","orcid":"https://orcid.org/0000-0003-2708-2678"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Reynier Ortega-Bueno","raw_affiliation_strings":["PRHLT Research Center, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PRHLT Research Center, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083618204","display_name":"Guobiao Zhang","orcid":"https://orcid.org/0000-0002-9446-3772"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guobiao Zhang","raw_affiliation_strings":["School of Information Management, Wuhan University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Management, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053947754","display_name":"Paolo Rosso","orcid":"https://orcid.org/0000-0002-8922-1242"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Paolo Rosso","raw_affiliation_strings":["PRHLT Research Center, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PRHLT Research Center, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036258938","display_name":"Rossano Schifanella","orcid":"https://orcid.org/0000-0002-3745-5792"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rossano Schifanella","raw_affiliation_strings":["Applied Research on Computational Complex Systems, University of Turin, Turin, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Research on Computational Complex Systems, University of Turin, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5014858583"],"corresponding_institution_ids":["https://openalex.org/I130194489"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3390},"apc_paid":{"value":2690,"currency":"EUR","value_usd":3390},"fwci":4.4613,"has_fulltext":true,"cited_by_count":43,"citation_normalized_percentile":{"value":0.95200058,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"14","issue":"6","first_page":"7399","last_page":"7410"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9993000030517578,"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":0.9993000030517578,"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/T10028","display_name":"Topic Modeling","score":0.9980999827384949,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/irony","display_name":"Irony","score":0.8104056715965271},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7888703346252441},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6988928914070129},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.664261519908905},{"id":"https://openalex.org/keywords/phenomenon","display_name":"Phenomenon","score":0.562294065952301},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4682164192199707},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.4635685086250305},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.440133661031723},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.2451268434524536},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19930174946784973}],"concepts":[{"id":"https://openalex.org/C2779975665","wikidata":"https://www.wikidata.org/wiki/Q131361","display_name":"Irony","level":2,"score":0.8104056715965271},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7888703346252441},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6988928914070129},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.664261519908905},{"id":"https://openalex.org/C50335755","wikidata":"https://www.wikidata.org/wiki/Q483247","display_name":"Phenomenon","level":2,"score":0.562294065952301},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4682164192199707},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4635685086250305},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.440133661031723},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2451268434524536},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19930174946784973},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s12652-022-04447-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-022-04447-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-022-04447-y.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"},{"id":"pmh:oai:riunet.upv.es:10251/195757","is_oa":true,"landing_page_url":"http://hdl.handle.net/10251/195757","pdf_url":"https://riunet.upv.es/bitstream/10251/195757/1/TomasOrtega-BuenoZhang%20-%20Transformer-based%20models%20for%20multimodal%20irony%20detection.pdf","source":{"id":"https://openalex.org/S4306400639","display_name":"RiuNet (Universitat Polit\u00e8cnica de Val\u00e8ncia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:rua.ua.es:10045/128661","is_oa":true,"landing_page_url":"http://hdl.handle.net/10045/128661","pdf_url":null,"source":{"id":"https://openalex.org/S4306400975","display_name":"RUA, Repositorio Institucional de la Universidad de Alicante (Universidad de Alicante)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130194489","host_organization_name":"University of Alicante","host_organization_lineage":["https://openalex.org/I130194489"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s12652-022-04447-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-022-04447-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-022-04447-y.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6100000143051147,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G7525739901","display_name":null,"funder_award_id":"D2021-122263OB- C22","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320311011","display_name":"Universidad de Alicante","ror":"https://ror.org/05t8bcz72"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4306809506.pdf","grobid_xml":"https://content.openalex.org/works/W4306809506.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W2099813784","https://openalex.org/W2163352848","https://openalex.org/W2252381721","https://openalex.org/W2489370933","https://openalex.org/W2807333695","https://openalex.org/W2951937667","https://openalex.org/W2963026768","https://openalex.org/W2963341956","https://openalex.org/W2970231061","https://openalex.org/W3035390927","https://openalex.org/W3035565303","https://openalex.org/W3086755561","https://openalex.org/W3100382072","https://openalex.org/W3102065963","https://openalex.org/W3102848065","https://openalex.org/W3104186312","https://openalex.org/W3105203922","https://openalex.org/W3115874212","https://openalex.org/W6600195168","https://openalex.org/W6600424091","https://openalex.org/W6600617704"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2364733638","https://openalex.org/W2347915009","https://openalex.org/W2385899941","https://openalex.org/W2373895987","https://openalex.org/W2380817186","https://openalex.org/W1724542697","https://openalex.org/W2362127218","https://openalex.org/W1977584028","https://openalex.org/W2289213592"],"abstract_inverted_index":{"Abstract":[0],"Irony":[1],"is":[2,78],"nowadays":[3],"a":[4,67],"pervasive":[5],"phenomenon":[6,149],"in":[7,38,56,98,111,125],"social":[8,57],"networks.":[9],"The":[10,46,80,106,121],"multimodal":[11,114],"functionalities":[12],"of":[13,36,53,73,131,141,157],"these":[14],"platforms":[15],"(i.e.,":[16],"the":[17,51,71,99,128,132,138,142,155,163,170],"possibility":[18],"to":[19,25,33,41,92,136,154],"attach":[20],"audio,":[21],"video,":[22],"and":[23,62,75,101,119],"images":[24],"textual":[26,74],"information)":[27],"are":[28],"increasingly":[29],"leading":[30,153],"their":[31,43],"users":[32],"employ":[34],"combinations":[35],"information":[37,77],"different":[39,113],"formats":[40],"express":[42],"ironic":[44,139],"thoughts.":[45],"present":[47],"work":[48],"focuses":[49],"on":[50],"study":[52],"irony":[54,167],"detection":[55,168],"media":[58],"posts":[59],"involving":[60],"image":[61,76],"text.":[63],"To":[64],"this":[65],"end,":[66],"transformer":[68],"architecture":[69,108,133],"for":[70,166,172],"fusion":[72],"proposed.":[79],"model":[81],"leverages":[82],"disentangled":[83],"text":[84],"attention":[85],"with":[86],"visual":[87,146,174],"transformers,":[88],"improving":[89],"F1-score":[90],"up":[91],"9%":[93],"over":[94],"previous":[95],"existing":[96],"works":[97],"field":[100],"current":[102],"state-of-the-art":[103],"visio-linguistic":[104],"transformers.":[105],"proposed":[107],"was":[109,134,150],"evaluated":[110],"three":[112],"datasets":[115],"gathered":[116],"from":[117],"Twitter":[118],"Tumblr.":[120],"results":[122],"revealed":[123],"that,":[124],"many":[126],"situations,":[127],"text-only":[129],"version":[130],"able":[135],"capture":[137],"nature":[140],"message":[143],"without":[144,169],"using":[145],"information.":[147,175],"This":[148],"further":[151],"analysed,":[152],"identification":[156],"linguistic":[158],"patterns":[159],"that":[160],"could":[161],"provide":[162],"context":[164],"necessary":[165],"need":[171],"additional":[173]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}