{"id":"https://openalex.org/W4402671238","doi":"https://doi.org/10.18653/v1/2024.acl-short.39","title":"Born Differently Makes a Difference: Counterfactual Study of Bias in Biography Generation from a Data-to-Text Perspective","display_name":"Born Differently Makes a Difference: Counterfactual Study of Bias in Biography Generation from a Data-to-Text Perspective","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402671238","doi":"https://doi.org/10.18653/v1/2024.acl-short.39"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2024.acl-short.39","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.acl-short.39","pdf_url":"https://aclanthology.org/2024.acl-short.39.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 62nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2024.acl-short.39.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055611023","display_name":"Biaoyan Fang","orcid":"https://orcid.org/0000-0001-8394-766X"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Biaoyan Fang","raw_affiliation_strings":["CSIRO Data61 Sydney , Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO Data61 Sydney , Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103799142","display_name":"R Dinesh","orcid":"https://orcid.org/0009-0005-9668-7867"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ritvik Dinesh","raw_affiliation_strings":["CSIRO Data61 Sydney , Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO Data61 Sydney , Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059866718","display_name":"Xiang Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiang Dai","raw_affiliation_strings":["CSIRO Data61 Sydney , Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO Data61 Sydney , Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041251183","display_name":"Sarvnaz Karimi","orcid":"https://orcid.org/0000-0002-4927-3937"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sarvnaz Karimi","raw_affiliation_strings":["CSIRO Data61 Sydney , Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO Data61 Sydney , Australia","institution_ids":["https://openalex.org/I42894916"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I42894916"],"apc_list":null,"apc_paid":null,"fwci":0.6609,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72947368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"409","last_page":"424"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9470999836921692,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9470999836921692,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.95054030418396},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.809565544128418},{"id":"https://openalex.org/keywords/biography","display_name":"Biography","score":0.631650447845459},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5169776678085327},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.34697896242141724},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3083592355251312},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.2553032636642456},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2079876959323883},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.1548459231853485},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.1424824595451355},{"id":"https://openalex.org/keywords/art-history","display_name":"Art history","score":0.10046407580375671}],"concepts":[{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.95054030418396},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.809565544128418},{"id":"https://openalex.org/C520712124","wikidata":"https://www.wikidata.org/wiki/Q36279","display_name":"Biography","level":2,"score":0.631650447845459},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5169776678085327},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.34697896242141724},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3083592355251312},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.2553032636642456},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2079876959323883},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.1548459231853485},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.1424824595451355},{"id":"https://openalex.org/C52119013","wikidata":"https://www.wikidata.org/wiki/Q50637","display_name":"Art history","level":1,"score":0.10046407580375671}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2024.acl-short.39","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.acl-short.39","pdf_url":"https://aclanthology.org/2024.acl-short.39.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 62nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2024.acl-short.39","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.acl-short.39","pdf_url":"https://aclanthology.org/2024.acl-short.39.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 62nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402671238.pdf","grobid_xml":"https://content.openalex.org/works/W4402671238.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3201448254","https://openalex.org/W4286970243","https://openalex.org/W2066431708","https://openalex.org/W4384133558","https://openalex.org/W3025615835","https://openalex.org/W173210993","https://openalex.org/W2390660599","https://openalex.org/W3028847759","https://openalex.org/W2393688264"],"abstract_inverted_index":{"How":[0],"do":[1],"personal":[2,18,44],"attributes":[3,19,45,52,100],"affect":[4],"biography":[5],"generation?Addressing":[6],"this":[7],"question":[8],"requires":[9],"an":[10],"identical":[11],"pair":[12],"of":[13,20,46,73],"biographies":[14,63],"where":[15],"only":[16],"the":[17,28,43,50,57,62,66,71,81,89],"interest":[21,47],"are":[22],"different.However,":[23],"it":[24],"is":[25],"rare":[26],"in":[27,76,84,91,93,101],"real":[29],"world.To":[30],"address":[31],"this,":[32],"we":[33],"propose":[34],"a":[35,39],"counterfactual":[36],"methodology":[37],"from":[38],"data-to-text":[40],"perspective,":[41],"manipulating":[42],"while":[48],"keeping":[49],"co-occurring":[51,99],"unchanged.We":[53],"first":[54],"validate":[55],"that":[56],"fine-tuned":[58],"Flan-T5":[59],"model":[60],"generates":[61],"based":[64],"on":[65],"given":[67],"attributes.This":[68],"work":[69],"expands":[70],"analysis":[72],"gender-centered":[74],"bias":[75,83,90],"text":[77],"generation.Our":[78],"results":[79],"confirm":[80],"well-known":[82],"gender":[85],"and":[86,96,104],"also":[87],"show":[88],"regions,":[92],"both":[94],"individual":[95],"its":[97],"related":[98],"semantic":[102],"machining":[103],"sentiment.":[105]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
