On the Independence of Association Bias and Empirical Fairness in Language Models

20 April 2023

Papers citing "On the Independence of Association Bias and Empirical Fairness in Language Models"

18 / 18 papers shown

Title
Gender Bias in Word Embeddings: A Comprehensive Analysis of Frequency, Syntax, and Semantics Aylin Caliskan Pimparkar Parth Ajay Tessa E. S. Charlesworth Robert Wolfe M. Banaji CVBM FaML 79 51 0 07 Jun 2022
Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models Pieter Delobelle E. Tokpo T. Calders Bettina Berendt 59 24 0 14 Dec 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavaš 114 122 0 08 Sep 2021
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics Paula Czarnowska Yogarshi Vyas Kashif Shah 70 110 0 28 Jun 2021
A Clarification of the Nuances in the Fairness Metrics Landscape Alessandro Castelnovo Riccardo Crupi Greta Greco D. Regoli Ilaria Giuseppina Penco A. Cosentini FaML 53 189 0 01 Jun 2021
Does enforcing fairness mitigate biases caused by subpopulation shift? Subha Maity Debarghya Mukherjee Mikhail Yurochkin Yuekai Sun 140 24 0 06 Nov 2020
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias Marion Bartl Malvina Nissim Albert Gatt 71 125 0 27 Oct 2020
Language (Technology) is Power: A Critical Survey of "Bias" in NLP Su Lin Blodgett Solon Barocas Hal Daumé Hanna M. Wallach 157 1,248 0 28 May 2020
Social Biases in NLP Models as Barriers for Persons with Disabilities Ben Hutchinson Vinodkumar Prabhakaran Emily L. Denton Kellie Webster Yu Zhong Stephen Denuyl 73 313 0 02 May 2020
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity Ivan Vulić Simon Baker Edoardo Ponti Ulla Petti Ira Leviant ... Eden Bar Matt Malone Thierry Poibeau Roi Reichart Anna Korhonen 63 83 0 10 Mar 2020
Measuring Social Biases in Grounded Vision and Language Embeddings Candace Ross Boris Katz Andrei Barbu 84 65 0 20 Feb 2020
Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview Deven Santosh Shah H. Andrew Schwartz Dirk Hovy AI4CE 104 260 0 09 Nov 2019
Assessing Social and Intersectional Biases in Contextualized Word Representations Y. Tan Elisa Celis FaML 97 228 0 04 Nov 2019
Does Gender Matter? Towards Fairness in Dialogue Systems Haochen Liu Jamell Dacon Wenqi Fan Hui Liu Zitao Liu Jiliang Tang 140 144 0 16 Oct 2019
Mitigating Gender Bias in Natural Language Processing: Literature Review Tony Sun Andrew Gaut Shirlyn Tang Yuxin Huang Mai Elsherief Jieyu Zhao Diba Mirza E. Belding-Royer Kai-Wei Chang William Yang Wang AI4CE 108 562 0 21 Jun 2019
Measuring Bias in Contextualized Word Representations Keita Kurita Nidhi Vyas Ayush Pareek A. Black Yulia Tsvetkov 106 451 0 18 Jun 2019
Learning Gender-Neutral Word Embeddings Jieyu Zhao Yichao Zhou Zeyu Li Wei Wang Kai-Wei Chang FaML 103 415 0 29 Aug 2018
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 122 1,775 0 19 Sep 2016