FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders

11 March 2021

Weituo Hao

Lawrence Carin

Papers citing "FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders"

22 / 22 papers shown

Title
Fair Text Classification via Transferable Representations Thibaud Leteno Michael Perrot Charlotte Laclau Antoine Gourru Christophe Gravier FaML 88 0 0 10 Mar 2025
Bridging the Fairness Gap: Enhancing Pre-trained Models with LLM-Generated Sentences Liu Yu Ludie Guo Ping Kuang Fan Zhou 44 0 0 12 Jan 2025
Collapsed Language Models Promote Fairness Jingxuan Xu Wuyang Chen Linyi Li Yao Zhao Yunchao Wei 46 0 0 06 Oct 2024
Prompt-Based Bias Calibration for Better Zero/Few-Shot Learning of Language Models Kang He Yinghan Long Kaushik Roy 28 2 0 15 Feb 2024
ConFit: Improving Resume-Job Matching using Data Augmentation and Contrastive Learning Xiao Yu Jinzhong Zhang Zhou Yu 40 1 0 29 Jan 2024
FairMonitor: A Four-Stage Automatic Framework for Detecting Stereotypes and Biases in Large Language Models Yanhong Bai Jiabao Zhao Jinxin Shi Tingjiang Wei Xingjiao Wu Liangbo He 36 0 0 21 Aug 2023
A Survey on Fairness in Large Language Models Yingji Li Mengnan Du Rui Song Xin Wang Ying Wang ALM 52 59 0 20 Aug 2023
Gender-tuning: Empowering Fine-tuning for Debiasing Pre-trained Language Models Somayeh Ghanbarzadeh Yan-ping Huang Hamid Palangi R. C. Moreno Hamed Khanpour 34 12 0 20 Jul 2023
Prompt Tuning Pushes Farther, Contrastive Learning Pulls Closer: A Two-Stage Approach to Mitigate Social Biases Yingji Li Mengnan Du Xin Wang Ying Wang 53 26 0 04 Jul 2023
An Empirical Analysis of Parameter-Efficient Methods for Debiasing Pre-Trained Language Models Zhongbin Xie Thomas Lukasiewicz 26 12 0 06 Jun 2023
Target-Agnostic Gender-Aware Contrastive Learning for Mitigating Bias in Multilingual Machine Translation Minwoo Lee Hyukhun Koh Kang-il Lee Dongdong Zhang Minsu Kim Kyomin Jung 32 9 0 23 May 2023
Travel Demand Forecasting: A Fair AI Approach Xiaojian Zhang Qian Ke Xilei Zhao AI4TS 35 3 0 03 Mar 2023
Fairness via Adversarial Attribute Neighbourhood Robust Learning Q. Qi Shervin Ardeshir Yi Tian Xu Tianbao Yang 40 0 0 12 Oct 2022
Leveraging Causal Inference for Explainable Automatic Program Repair Jianzong Wang Shijing Si Z. Zhu Xiaoyang Qu Zhenhou Hong Jing Xiao 27 3 0 26 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 46 14 0 23 May 2022
Modeling Techniques for Machine Learning Fairness: A Survey Mingyang Wan Daochen Zha Ninghao Liu Na Zou SyDa FaML 30 36 0 04 Nov 2021
An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models Nicholas Meade Elinor Poole-Dayan Siva Reddy 22 123 0 16 Oct 2021
Mitigating Language-Dependent Ethnic Bias in BERT Jaimeen Ahn Alice H. Oh 142 91 0 13 Sep 2021
Learning Debiased Representation via Disentangled Feature Augmentation Jungsoo Lee Eungyeup Kim Juyoung Lee Jihyeon Janel Lee Jaegul Choo CML 17 148 0 03 Jul 2021
Fairness via Representation Neutralization Mengnan Du Subhabrata Mukherjee Guanchu Wang Ruixiang Tang Ahmed Hassan Awadallah Xia Hu 25 78 0 23 Jun 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 281 31,267 0 16 Jan 2013