{"id":"https://openalex.org/W4367189616","doi":"https://doi.org/10.1145/3539618.3591882","title":"Introducing MBIB - The First Media Bias Identification Benchmark Task and Dataset Collection","display_name":"Introducing MBIB - The First Media Bias Identification Benchmark Task and Dataset Collection","publication_year":2023,"publication_date":"2023-07-18","ids":{"openalex":"https://openalex.org/W4367189616","doi":"https://doi.org/10.1145/3539618.3591882"},"language":"en","primary_location":{"id":"doi:10.1145/3539618.3591882","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3539618.3591882","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3539618.3591882","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3539618.3591882","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079611944","display_name":"Martin Wessel","orcid":"https://orcid.org/0000-0002-8152-4038"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Wessel","raw_affiliation_strings":["University of Konstanz, Konstanz, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8152-4038","affiliations":[{"raw_affiliation_string":"University of Konstanz, Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020875075","display_name":"Tom\u00e1\u0161 Horych","orcid":"https://orcid.org/0009-0003-6456-2977"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Tom\u00e1s Horych","raw_affiliation_strings":["Czech Technical University, Prague, Czech Rep"],"raw_orcid":"https://orcid.org/0009-0003-6456-2977","affiliations":[{"raw_affiliation_string":"Czech Technical University, Prague, Czech Rep","institution_ids":["https://openalex.org/I44504214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081763922","display_name":"Terry Ruas","orcid":"https://orcid.org/0000-0002-9440-780X"},"institutions":[{"id":"https://openalex.org/I74656192","display_name":"University of G\u00f6ttingen","ror":"https://ror.org/01y9bpm73","country_code":"DE","type":"education","lineage":["https://openalex.org/I74656192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Terry Ruas","raw_affiliation_strings":["University of G\u00f6ttingen, G\u00f6ttingen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9440-780X","affiliations":[{"raw_affiliation_string":"University of G\u00f6ttingen, G\u00f6ttingen, Germany","institution_ids":["https://openalex.org/I74656192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041062417","display_name":"Akiko Aizawa","orcid":"https://orcid.org/0000-0001-6544-5076"},"institutions":[{"id":"https://openalex.org/I184597095","display_name":"National Institute of Informatics","ror":"https://ror.org/04ksd4g47","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1319490839","https://openalex.org/I184597095","https://openalex.org/I4210158934"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Akiko Aizawa","raw_affiliation_strings":["National Institute of Informatics, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0001-6544-5076","affiliations":[{"raw_affiliation_string":"National Institute of Informatics, Tokyo, Japan","institution_ids":["https://openalex.org/I184597095"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058837356","display_name":"B\u00e9la Gipp","orcid":"https://orcid.org/0000-0001-6522-3019"},"institutions":[{"id":"https://openalex.org/I74656192","display_name":"University of G\u00f6ttingen","ror":"https://ror.org/01y9bpm73","country_code":"DE","type":"education","lineage":["https://openalex.org/I74656192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bela Gipp","raw_affiliation_strings":["University of G\u00f6ttingen, G\u00f6ttingen, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6522-3019","affiliations":[{"raw_affiliation_string":"University of G\u00f6ttingen, G\u00f6ttingen, Germany","institution_ids":["https://openalex.org/I74656192"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041704286","display_name":"Timo Spinde","orcid":"https://orcid.org/0000-0003-3471-4127"},"institutions":[{"id":"https://openalex.org/I74656192","display_name":"University of G\u00f6ttingen","ror":"https://ror.org/01y9bpm73","country_code":"DE","type":"education","lineage":["https://openalex.org/I74656192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Timo Spinde","raw_affiliation_strings":["University of G\u00f6ttingen, G\u00f6ttingen, Germany"],"raw_orcid":"https://orcid.org/0000-0003-3471-4127","affiliations":[{"raw_affiliation_string":"University of G\u00f6ttingen, G\u00f6ttingen, Germany","institution_ids":["https://openalex.org/I74656192"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7801,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.96112519,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2765","last_page":"2774"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9991999864578247,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9991999864578247,"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/T13718","display_name":"Media Influence and Politics","score":0.9987000226974487,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9760000109672546,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.8195999264717102},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7187690734863281},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5928012728691101},{"id":"https://openalex.org/keywords/media-bias","display_name":"Media bias","score":0.5781204700469971},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5449546575546265},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4746870696544647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4734577536582947},{"id":"https://openalex.org/keywords/cognitive-bias","display_name":"Cognitive bias","score":0.43410611152648926},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.3587932884693146},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12187770009040833},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.1056322455406189}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8195999264717102},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7187690734863281},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5928012728691101},{"id":"https://openalex.org/C538316197","wikidata":"https://www.wikidata.org/wiki/Q11118951","display_name":"Media bias","level":3,"score":0.5781204700469971},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5449546575546265},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4746870696544647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4734577536582947},{"id":"https://openalex.org/C189216375","wikidata":"https://www.wikidata.org/wiki/Q1127759","display_name":"Cognitive bias","level":3,"score":0.43410611152648926},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.3587932884693146},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12187770009040833},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.1056322455406189},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3539618.3591882","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3539618.3591882","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3539618.3591882","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2304.13148","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.13148","pdf_url":"https://arxiv.org/pdf/2304.13148","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,"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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:publications.goettingen-research-online.de:2/132680","is_oa":true,"landing_page_url":"https://resolver.sub.uni-goettingen.de/purl?gro-2/132680","pdf_url":null,"source":{"id":"https://openalex.org/S4306401634","display_name":"GoeScholar  The Publication Server of the Georg-August-Universit\u00e4t G\u00f6ttingen (Georg-August-Universit\u00e4t G\u00f6ttingen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210122495","host_organization_name":"Asklepios Klinik St. Georg","host_organization_lineage":["https://openalex.org/I4210122495"],"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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1145/3539618.3591882","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3539618.3591882","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3539618.3591882","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.6299999952316284}],"awards":[],"funders":[{"id":"https://openalex.org/F4320307957","display_name":"Volkswagen of America","ror":"https://ror.org/034e5n787"},{"id":"https://openalex.org/F4320313139","display_name":"Nieders\u00e4chsische Ministerium f\u00fcr Wissenschaft und Kultur","ror":"https://ror.org/0116z8r77"},{"id":"https://openalex.org/F4320320875","display_name":"Deutscher Akademischer Austauschdienst","ror":"https://ror.org/039djdh30"},{"id":"https://openalex.org/F4320323454","display_name":"Friedrich-Ebert-Stiftung","ror":"https://ror.org/02ak8fm03"},{"id":"https://openalex.org/F4320327550","display_name":"National Institute of Informatics","ror":"https://ror.org/04ksd4g47"},{"id":"https://openalex.org/F4320329367","display_name":"Hanns-Seidel-Stiftung","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4367189616.pdf","grobid_xml":"https://content.openalex.org/works/W4367189616.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W2075585362","https://openalex.org/W2104763934","https://openalex.org/W2106606979","https://openalex.org/W2134491072","https://openalex.org/W2145451908","https://openalex.org/W2150725398","https://openalex.org/W2157730309","https://openalex.org/W2293583072","https://openalex.org/W2734862619","https://openalex.org/W2737907513","https://openalex.org/W2805572053","https://openalex.org/W2893347001","https://openalex.org/W2901215301","https://openalex.org/W2923014074","https://openalex.org/W2943552823","https://openalex.org/W2955041501","https://openalex.org/W2963416784","https://openalex.org/W2965373594","https://openalex.org/W2966382687","https://openalex.org/W2970395295","https://openalex.org/W2971629656","https://openalex.org/W2990530823","https://openalex.org/W2993013587","https://openalex.org/W2994826132","https://openalex.org/W3007491602","https://openalex.org/W3031781733","https://openalex.org/W3035507081","https://openalex.org/W3037246227","https://openalex.org/W3038114639","https://openalex.org/W3046684368","https://openalex.org/W3049565363","https://openalex.org/W3087140935","https://openalex.org/W3093937844","https://openalex.org/W3127474531","https://openalex.org/W3142254513","https://openalex.org/W3156491329","https://openalex.org/W3168261013","https://openalex.org/W3170671153","https://openalex.org/W3173380736","https://openalex.org/W3177071108","https://openalex.org/W3177468621","https://openalex.org/W3205958211","https://openalex.org/W3208602295","https://openalex.org/W3213844504","https://openalex.org/W4200312743","https://openalex.org/W4200342516","https://openalex.org/W4200373081","https://openalex.org/W4205331174","https://openalex.org/W4212772002","https://openalex.org/W4212774754","https://openalex.org/W4223928346","https://openalex.org/W4226408727","https://openalex.org/W4255486446","https://openalex.org/W4281492236","https://openalex.org/W4281690148","https://openalex.org/W4307802772","https://openalex.org/W4311721422","https://openalex.org/W4327880149","https://openalex.org/W4387268786","https://openalex.org/W4390307288","https://openalex.org/W4391156274"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W972276598","https://openalex.org/W2087343574","https://openalex.org/W3021294875","https://openalex.org/W4388128380"],"abstract_inverted_index":{"Although":[0],"media":[1,36,69,141,159,171],"bias":[2,37,70,94,104,160,172],"detection":[3,50,71,161],"is":[4],"a":[5,28,43],"complex":[6],"multi-task":[7],"problem,":[8],"there":[9],"is,":[10],"to":[11,46,97,101,136],"date,":[12],"no":[13,116],"unified":[14,144],"benchmark":[15,30,145],"grouping":[16],"these":[17],"evaluation":[18,162],"tasks.":[19],"We":[20,73],"introduce":[21],"the":[22,122,137,147,155],"Media":[23],"Bias":[24],"Identification":[25],"Benchmark":[26],"(MBIB),":[27],"comprehensive":[29],"that":[31,86,115,165],"groups":[32],"different":[33],"types":[34,173],"of":[35,130,149],"(e.g.,":[38,80],"linguistic,":[39],"cognitive,":[40],"political)":[41],"under":[42],"common":[44],"framework":[45],"test":[47],"how":[48],"prospective":[49],"techniques":[51,79],"generalize.":[52],"After":[53],"reviewing":[54],"115":[55],"datasets,":[56],"we":[57],"select":[58],"nine":[59],"tasks":[60,139],"and":[61,92,108,133,153],"carefully":[62],"propose":[63],"22":[64],"associated":[65],"datasets":[66],"for":[67],"evaluating":[68],"techniques.":[72],"evaluate":[74],"MBIB":[75],"using":[76],"state-of-the-art":[77],"Transformer":[78],"T5,":[81],"BART).":[82],"Our":[83],"results":[84,113],"suggest":[85],"while":[87],"hate":[88],"speech,":[89],"racial":[90],"bias,":[91],"gender":[93],"are":[95],"easier":[96],"detect,":[98],"models":[99],"struggle":[100],"handle":[102],"certain":[103],"types,":[105],"e.g.,":[106],"cognitive":[107],"political":[109],"bias.":[110,142],"However,":[111],"our":[112],"show":[114],"single":[117],"technique":[118],"can":[119],"outperform":[120],"all":[121],"others":[123],"significantly.We":[124],"also":[125],"find":[126],"an":[127],"uneven":[128],"distribution":[129],"research":[131],"interest":[132],"resource":[134],"allocation":[135],"individual":[138],"in":[140,158],"A":[143],"encourages":[146],"development":[148],"more":[150],"robust":[151],"systems":[152],"shifts":[154],"current":[156],"paradigm":[157],"towards":[163],"solutions":[164],"tackle":[166],"not":[167],"one":[168],"but":[169],"multiple":[170],"simultaneously.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}
