{"id":"https://openalex.org/W4408331964","doi":"https://doi.org/10.47989/ir30iconf47572","title":"Finding Pareto trade-offs in fair and accurate detection of toxic speech","display_name":"Finding Pareto trade-offs in fair and accurate detection of toxic speech","publication_year":2025,"publication_date":"2025-03-11","ids":{"openalex":"https://openalex.org/W4408331964","doi":"https://doi.org/10.47989/ir30iconf47572"},"language":"en","primary_location":{"id":"doi:10.47989/ir30iconf47572","is_oa":true,"landing_page_url":"https://doi.org/10.47989/ir30iconf47572","pdf_url":"https://publicera.kb.se/ir/article/download/47572/36934","source":{"id":"https://openalex.org/S4210195660","display_name":"Information Research an international electronic journal","issn_l":"1368-1613","issn":["1368-1613"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317106","host_organization_name":"University of Bor\u00e5s","host_organization_lineage":["https://openalex.org/P4310317106"],"host_organization_lineage_names":["University of Bor\u00e5s"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Research an international electronic journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://publicera.kb.se/ir/article/download/47572/36934","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016634390","display_name":"Soumyajit Gupta","orcid":"https://orcid.org/0000-0001-8145-9347"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Soumyajit Gupta","raw_affiliation_strings":["University of Texas at Austin, United States of America"],"affiliations":[{"raw_affiliation_string":"University of Texas at Austin, United States of America","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032062684","display_name":"Venelin Kovatchev","orcid":"https://orcid.org/0000-0003-1259-1541"},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Venelin Kovatchev","raw_affiliation_strings":["University of Birmingham, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Birmingham, United Kingdom","institution_ids":["https://openalex.org/I79619799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110921585","display_name":"Anubrata Das","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anubrata Das","raw_affiliation_strings":["University of Texas at Austin, United States of America"],"affiliations":[{"raw_affiliation_string":"University of Texas at Austin, United States of America","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014101282","display_name":"Maria De\u2010Arteaga","orcid":"https://orcid.org/0000-0003-2297-3308"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maria De-Arteaga","raw_affiliation_strings":["University of Texas at Austin, United States of America"],"affiliations":[{"raw_affiliation_string":"University of Texas at Austin, United States of America","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023397430","display_name":"Matthew Lease","orcid":"https://orcid.org/0000-0002-0056-2834"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Lease","raw_affiliation_strings":["University of Texas at Austin, United States of America"],"affiliations":[{"raw_affiliation_string":"University of Texas at Austin, United States of America","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5016634390"],"corresponding_institution_ids":["https://openalex.org/I86519309"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01939941,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":"iConf","first_page":"123","last_page":"141"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9835000038146973,"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":0.9835000038146973,"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/pareto-principle","display_name":"Pareto principle","score":0.6072620153427124},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4646211564540863},{"id":"https://openalex.org/keywords/voice-activity-detection","display_name":"Voice activity detection","score":0.4158191680908203},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.34643590450286865},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2713819742202759},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1793244481086731},{"id":"https://openalex.org/keywords/speech-processing","display_name":"Speech processing","score":0.15933334827423096}],"concepts":[{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.6072620153427124},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4646211564540863},{"id":"https://openalex.org/C204201278","wikidata":"https://www.wikidata.org/wiki/Q1332614","display_name":"Voice activity detection","level":3,"score":0.4158191680908203},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.34643590450286865},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2713819742202759},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1793244481086731},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.15933334827423096}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.47989/ir30iconf47572","is_oa":true,"landing_page_url":"https://doi.org/10.47989/ir30iconf47572","pdf_url":"https://publicera.kb.se/ir/article/download/47572/36934","source":{"id":"https://openalex.org/S4210195660","display_name":"Information Research an international electronic journal","issn_l":"1368-1613","issn":["1368-1613"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317106","host_organization_name":"University of Bor\u00e5s","host_organization_lineage":["https://openalex.org/P4310317106"],"host_organization_lineage_names":["University of Bor\u00e5s"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Research an international electronic journal","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ad6a45471c0b4807a17dbb6288f72e7b","is_oa":true,"landing_page_url":"https://doaj.org/article/ad6a45471c0b4807a17dbb6288f72e7b","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Information Research: An International Electronic Journal, Vol 30, Iss iConf (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.47989/ir30iconf47572","is_oa":true,"landing_page_url":"https://doi.org/10.47989/ir30iconf47572","pdf_url":"https://publicera.kb.se/ir/article/download/47572/36934","source":{"id":"https://openalex.org/S4210195660","display_name":"Information Research an international electronic journal","issn_l":"1368-1613","issn":["1368-1613"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317106","host_organization_name":"University of Bor\u00e5s","host_organization_lineage":["https://openalex.org/P4310317106"],"host_organization_lineage_names":["University of Bor\u00e5s"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Research an international electronic journal","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4408331964.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W191108438","https://openalex.org/W3135230428","https://openalex.org/W2904739811","https://openalex.org/W249088392","https://openalex.org/W2152158029","https://openalex.org/W2012540220","https://openalex.org/W2131711534","https://openalex.org/W2559837139","https://openalex.org/W1151175420","https://openalex.org/W2407342067"],"abstract_inverted_index":{"Introduction.":[0],"Optimizing":[1],"NLP":[2,95],"models":[3,173],"for":[4,147],"fairness":[5,12,72,140,158],"poses":[6],"many":[7],"challenges.":[8],"Lack":[9],"of":[10,28,70,116,126,150],"differentiable":[11,68],"measures":[13],"prevents":[14],"gradient-based":[15],"loss":[16,130,141,146],"training":[17],"or":[18],"requires":[19],"surrogate":[20],"losses":[21],"that":[22],"diverge":[23],"from":[24],"the":[25,64,114,122,148],"true":[26],"metric":[27],"interest.":[29],"In":[30],"addition,":[31],"competing":[32,103],"objectives":[33],"(e.g.,":[34],"accuracy":[35,79,181],"vs.":[36,108],"fairness)":[37],"often":[38],"require":[39],"making":[40],"trade-offs":[41,101],"based":[42],"on":[43,113],"stakeholder":[44],"preferences,":[45],"but":[46],"stakeholders":[47],"may":[48],"not":[49],"know":[50],"their":[51],"preferences":[52],"before":[53],"seeing":[54],"system":[55],"performance":[56,107],"under":[57],"different":[58,183],"trade-off":[59],"settings.":[60],"Method.":[61],"We":[62,85],"formulate":[63],"GAP":[65,129,145],"loss,":[66],"a":[67,71,187],"version":[69],"measure,":[73],"Accuracy":[74],"Parity,":[75],"to":[76,98,167],"provide":[77],"balanced":[78],"across":[80,132,182],"binary":[81],"demographic":[82,184],"groups.":[83],"Analysis.":[84],"show":[86,121],"how":[87],"model-agnostic,":[88],"HyperNetwork":[89],"optimization":[90],"can":[91,164],"efficiently":[92],"train":[93],"arbitrary":[94],"model":[96],"architectures":[97],"learn":[99],"Pareto-optimal":[100],"between":[102],"metrics":[104],"like":[105],"predictive":[106],"group":[109],"fairness.":[110],"Results.":[111],"Focusing":[112],"task":[115,149],"toxic":[117],"language":[118],"detection,":[119],"we":[120],"generality":[123],"and":[124,138,159,171],"efficacy":[125],"our":[127],"proposed":[128],"function":[131],"two":[133],"datasets,":[134,170],"three":[135,139],"neural":[136,172],"architectures,":[137],"functions.":[142],"Conclusions.":[143],"Our":[144,162],"TL":[151],"detection":[152],"demonstrates":[153],"promising":[154],"results":[155],"-":[156],"improved":[157],"computational":[160],"efficiency.":[161],"work":[163],"be":[165],"extended":[166],"other":[168],"tasks,":[169],"in":[174],"any":[175],"practical":[176],"situation":[177],"where":[178],"ensuring":[179],"equal":[180],"groups":[185],"is":[186],"desired":[188],"objective.":[189]},"counts_by_year":[],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}
