Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble Framework-Reference-Cited by-同舟云学术

Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble Framework

Published:2021-10-05 Issue: Volume: Page:
ISSN:
Container-title:Equity and Access in Algorithms, Mechanisms, and Optimization
language:
Short-container-title:

Author:

Halevy Matan¹,Harris Camille¹,Bruckman Amy¹,Yang Diyi¹,Howard Ayanna²

Affiliation:

1. Georgia Institute of Technology, USA

2. The Ohio State University, USA

Funder

Cisco Systems

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3465416.3483299

Reference36 articles.

1. M. Awal Rui Cao Roy Ka-Wei Lee and Sandra Mitrovic. 2020. On Analyzing Annotation Consistency in Online Abusive Behavior Datasets. CoRR abs/2006.13507(2020). arxiv:2006.13507https://arxiv.org/abs/2006.13507 M. Awal Rui Cao Roy Ka-Wei Lee and Sandra Mitrovic. 2020. On Analyzing Annotation Consistency in Online Abusive Behavior Datasets. CoRR abs/2006.13507(2020). arxiv:2006.13507https://arxiv.org/abs/2006.13507

2. Dan Biddle. 2006. Adverse impact and test validation : a practitioner’s guide to valid and defensible employment testing. (2006). https://doi.org/10.4324/9781315263298 ”A Gower Book”–Cover. Dan Biddle. 2006. Adverse impact and test validation : a practitioner’s guide to valid and defensible employment testing. (2006). https://doi.org/10.4324/9781315263298 ”A Gower Book”–Cover.

3. Demographic Dialectal Variation in Social Media: A Case Study of African-American English

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