{"id":"https://openalex.org/W2932687579","doi":"https://doi.org/10.18653/v1/s19-2192","title":"BUT-FIT at SemEval-2019 Task 7: Determining the Rumour Stance with Pre-Trained Deep Bidirectional Transformers","display_name":"BUT-FIT at SemEval-2019 Task 7: Determining the Rumour Stance with Pre-Trained Deep Bidirectional Transformers","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2932687579","doi":"https://doi.org/10.18653/v1/s19-2192","mag":"2932687579"},"language":"en","primary_location":{"id":"doi:10.18653/v1/s19-2192","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-2192","pdf_url":"https://www.aclweb.org/anthology/S19-2192.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 13th International Workshop on Semantic Evaluation","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/S19-2192.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077658504","display_name":"Martin Faj\u010d\u00edk","orcid":null},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Martin Fajcik","raw_affiliation_strings":["Brno University of Technology, Faculty of Information Technology 612 66 Brno, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brno University of Technology, Faculty of Information Technology 612 66 Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033881728","display_name":"Pavel Smr\u017e","orcid":"https://orcid.org/0000-0002-5638-1362"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Pavel Smrz","raw_affiliation_strings":["Brno University of Technology, Faculty of Information Technology 612 66 Brno, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brno University of Technology, Faculty of Information Technology 612 66 Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042273299","display_name":"Luk\u00e1\u0161 Burget","orcid":"https://orcid.org/0000-0002-4951-5908"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Lukas Burget","raw_affiliation_strings":["Brno University of Technology, Faculty of Information Technology 612 66 Brno, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brno University of Technology, Faculty of Information Technology 612 66 Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I60587646"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9983000159263611,"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":0.982200026512146,"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/semeval","display_name":"SemEval","score":0.8998957872390747},{"id":"https://openalex.org/keywords/thread","display_name":"Thread (computing)","score":0.7819410562515259},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7116864919662476},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.7070709466934204},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5990279912948608},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5088441371917725},{"id":"https://openalex.org/keywords/f1-score","display_name":"F1 score","score":0.45065897703170776},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.419039785861969},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.39407777786254883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3605501651763916},{"id":"https://openalex.org/keywords/management","display_name":"Management","score":0.10365363955497742},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.07362231612205505},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07118621468544006},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06483778357505798}],"concepts":[{"id":"https://openalex.org/C44572571","wikidata":"https://www.wikidata.org/wiki/Q7448970","display_name":"SemEval","level":3,"score":0.8998957872390747},{"id":"https://openalex.org/C138101251","wikidata":"https://www.wikidata.org/wiki/Q213092","display_name":"Thread (computing)","level":2,"score":0.7819410562515259},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7116864919662476},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.7070709466934204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5990279912948608},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5088441371917725},{"id":"https://openalex.org/C148524875","wikidata":"https://www.wikidata.org/wiki/Q6975395","display_name":"F1 score","level":2,"score":0.45065897703170776},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.419039785861969},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.39407777786254883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3605501651763916},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.10365363955497742},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.07362231612205505},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07118621468544006},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06483778357505798},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.18653/v1/s19-2192","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-2192","pdf_url":"https://www.aclweb.org/anthology/S19-2192.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 13th International Workshop on Semantic Evaluation","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1902.10126","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1902.10126","pdf_url":"https://arxiv.org/pdf/1902.10126","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:2932687579","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1902.10126","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1902.10126","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1902.10126","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.18653/v1/s19-2192","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-2192","pdf_url":"https://www.aclweb.org/anthology/S19-2192.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 13th International Workshop on Semantic Evaluation","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2932687579.pdf","grobid_xml":"https://content.openalex.org/works/W2932687579.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2437771934","https://openalex.org/W2460159515","https://openalex.org/W2525778437","https://openalex.org/W2608096034","https://openalex.org/W2751613946","https://openalex.org/W2751793244","https://openalex.org/W2751868756","https://openalex.org/W2752362131","https://openalex.org/W2752663088","https://openalex.org/W2753727548","https://openalex.org/W2798624200","https://openalex.org/W2949433733","https://openalex.org/W2949709688","https://openalex.org/W2954444514","https://openalex.org/W2963341956"],"related_works":["https://openalex.org/W2962948637","https://openalex.org/W2608096034","https://openalex.org/W2751613946","https://openalex.org/W2752663088","https://openalex.org/W2752051904","https://openalex.org/W2954828852","https://openalex.org/W2751793244","https://openalex.org/W2749129571","https://openalex.org/W2954416637","https://openalex.org/W3105205304","https://openalex.org/W2891186203","https://openalex.org/W2774413609","https://openalex.org/W2783256872","https://openalex.org/W2952652367","https://openalex.org/W2971297872","https://openalex.org/W2171289255","https://openalex.org/W2914457445","https://openalex.org/W2992562198","https://openalex.org/W3086372484"],"abstract_inverted_index":{"This":[0],"paper":[1],"describes":[2],"our":[3],"system":[4,89,109],"submitted":[5],"to":[6,69,85],"SemEval":[7],"2019":[8],"Task":[9],"7:":[10],"RumourEval":[11],"2019:":[12],"Determining":[13],"Rumour":[14],"Veracity":[15],"and":[16,31,74],"Support":[17],"for":[18],"Rumours,":[19],"Subtask":[20],"A":[21],"The":[22,79],"challenge":[23],"focused":[24],"on":[25,99],"classifying":[26],"whether":[27],"posts":[28],"from":[29],"Twitter":[30],"Reddit":[32],"support,":[33],"deny,":[34],"query,":[35],"or":[36],"comment":[37],"a":[38,57,65],"hidden":[39],"rumour,":[40],"truthfulness":[41],"of":[42,47,64,96],"which":[43,90],"is":[44],"the":[45,54,61,70,75,93,100,108,112,117,123],"topic":[46],"an":[48,87],"underlying":[49],"discussion":[50],"thread.":[51],"We":[52],"formulate":[53],"problem":[55],"as":[56],"stance":[58,63],"classification,":[59],"determining":[60],"rumour":[62],"post":[66,73],"with":[67],"respect":[68],"previous":[71],"thread":[72,77],"source":[76],"post.":[78],"recent":[80],"BERT":[81],"architecture":[82],"was":[83],"employed":[84],"build":[86],"end-to-end":[88],"has":[91],"reached":[92],"F1":[94],"score":[95],"61.67":[97],"%":[98,121],"provided":[101],"test":[102],"data.":[103],"Without":[104],"any":[105],"hand-crafted":[106],"feature,":[107],"finished":[110],"at":[111],"2":[113],"nd":[114],"place":[115],"in":[116],"competition,":[118],"only":[119],"0.2":[120],"behind":[122],"winner.":[124]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}