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This paper presents raceBERT -- a transformer-based model for predicting race and ethnicity from character sequences in names, and an accompanying python package.
“RoBERTa: A Robustly Optimized BERT Pretraining Approach”
Yinhan Liu et al · 1907
Earlier work this paper cites.
“Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination”
Marianne Bertrand and Sendhil Mullainathan · 2004
Earlier work this paper cites.
“Use of Geocoding and Surname Analysis to Estimate Race and Ethnicity”
Kevin Fiscella and Allen. Fremont · 2006
Earlier work this paper cites.
“Name-Ethnicity Classification from Open Sources”
Anurag Ambekar et al · 2009
Earlier work this paper cites.
“Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Records”
Kosuke Imai and Kabir Khanna · 2016
Earlier work this paper cites.
“Whitened Résumés: Race and Self-Presentation in the Labor Market”
Sonia. Kang, Katherine. DeCelles, András Tilcsik and Sora Jun · 2016
Cited alongside, same era.
“Assessing Fair Lending Risks Using Race/Ethnicity Proxies”
Yan Zhang · 2016
Cited alongside, same era.
“Attention Is All You Need”
Ashish Vaswani et al · 2017
Cited alongside, same era.
“Predicting Race and Ethnicity From the Sequence of Characters in a Name”
Gaurav Sood and Suriyan Laohaprapanon · 2018
Cited alongside, same era.
“BERT: Pre-Training of Deep Bidirectional Transformers for Language Understanding”
Jacob Devlin, Ming-Wei Chang, Kenton Lee and Kristina Toutanova · 2019
Later among the works it cites.
“How to Fine-Tune BERT for Text Classification?”
Chi Sun, Xipeng Qiu, Yige Xu and Xuanjing Huang · 2019
Later among the works it cites.
“Who Benefits from Organizational Diversity Efforts? Evidence from Silicon Valley Firms”
Prasanna Parasurama, Anindya Ghose and Panos Ipeirotis · 2020
Later among the works it cites.
“Rethnicity: Predicting Ethnicity from Names”
Fangzhou Xie · 2021
Closest in time.
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