Fairness in Large Language Models: A Taxonomic Survey

Fairness in Large Language Models: A Taxonomic Survey

31 March 2024

Wenbin Zhang

Papers citing "Fairness in Large Language Models: A Taxonomic Survey"

15 / 65 papers shown

Title
FAHT: An Adaptive Fairness-aware Decision Tree Classifier Wenbin Zhang Eirini Ntoutsi FaML 41 110 0 16 Jul 2019
Measuring Bias in Contextualized Word Representations Keita Kurita Nidhi Vyas Ayush Pareek A. Black Yulia Tsvetkov 98 449 0 18 Jun 2019
Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod Sabrina J. Mielke Hanna M. Wallach Ryan Cotterell 61 281 0 11 Jun 2019
SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems Alex Jinpeng Wang Yada Pruksachatkun Nikita Nangia Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 242 2,307 0 02 May 2019
Identifying and Reducing Gender Bias in Word-Level Language Models Shikha Bordia Samuel R. Bowman FaML 111 326 0 05 Apr 2019
Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting Maria De-Arteaga Alexey Romanov Hanna M. Wallach J. Chayes C. Borgs Alexandra Chouldechova S. Geyik K. Kenthapadi Adam Tauman Kalai 159 452 0 27 Jan 2019
Aequitas: A Bias and Fairness Audit Toolkit Pedro Saleiro Benedict Kuester Loren Hinkson J. London Abby Stevens Ari Anisfeld Kit T. Rodolfa Rayid Ghani 100 323 0 14 Nov 2018
A Deterministic Self-Organizing Map Approach and its Application on Satellite Data based Cloud Type Classification Wenbin Zhang Jianwu Wang Daeho Jin L. Oreopoulos Zhibo Zhang 38 47 0 24 Aug 2018
Gender Bias in Neural Natural Language Processing Kaiji Lu Piotr (Peter) Mardziel Fangjing Wu Preetam Amancharla Anupam Datta 113 353 0 31 Jul 2018
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 227 579 0 02 May 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 134 1,175 0 06 Mar 2018
Word Embeddings Quantify 100 Years of Gender and Ethnic Stereotypes Nikhil Garg L. Schiebinger Dan Jurafsky James Zou AI4TS 69 959 0 22 Nov 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 975 21,815 0 22 May 2017
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 204 4,301 0 07 Oct 2016
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 633 31,469 0 16 Jan 2013