An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models

16 October 2021

Siva Reddy

Papers citing "An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models"

20 / 20 papers shown

Title
"They are uncultured": Unveiling Covert Harms and Social Threats in LLM Generated Conversations Preetam Prabhu Srikar Dammu Hayoung Jung Anjali Singh Monojit Choudhury Tanushree Mitra 32 8 0 08 May 2024
Gender-tuning: Empowering Fine-tuning for Debiasing Pre-trained Language Models Somayeh Ghanbarzadeh Yan-ping Huang Hamid Palangi R. C. Moreno Hamed Khanpour 32 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 45 26 0 04 Jul 2023
An Empirical Analysis of Parameter-Efficient Methods for Debiasing Pre-Trained Language Models Zhongbin Xie Thomas Lukasiewicz 21 12 0 06 Jun 2023
Are Diffusion Models Vision-And-Language Reasoners? Benno Krojer Elinor Poole-Dayan Vikram S. Voleti Christopher Pal Siva Reddy 37 12 0 25 May 2023
Uncovering and Quantifying Social Biases in Code Generation Y. Liu Xiaokang Chen Yan Gao Zhe Su Fengji Zhang Daoguang Zan Jian-Guang Lou Pin-Yu Chen Tsung-Yi Ho 32 19 0 24 May 2023
Should We Attend More or Less? Modulating Attention for Fairness A. Zayed Gonçalo Mordido Samira Shabanian Sarath Chandar 35 10 0 22 May 2023
ToxBuster: In-game Chat Toxicity Buster with BERT Zachary Yang Yasmine Maricar M. Davari Nicolas Grenon-Godbout Reihaneh Rabbany 22 3 0 21 May 2023
Evaluation of Social Biases in Recent Large Pre-Trained Models Swapnil Sharma Nikita Anand V. KranthiKiranG. Alind Jain 16 0 0 13 Apr 2023
The Capacity for Moral Self-Correction in Large Language Models Deep Ganguli Amanda Askell Nicholas Schiefer Thomas I. Liao Kamil.e Lukovsiut.e ... Tom B. Brown C. Olah Jack Clark Sam Bowman Jared Kaplan LRM ReLM 31 158 0 15 Feb 2023
Counter-GAP: Counterfactual Bias Evaluation through Gendered Ambiguous Pronouns Zhongbin Xie Vid Kocijan Thomas Lukasiewicz Oana-Maria Camburu 8 2 0 11 Feb 2023
FineDeb: A Debiasing Framework for Language Models Akash Saravanan Dhruv Mullick Habibur Rahman Nidhi Hegde FedML AI4CE 18 4 0 05 Feb 2023
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models Haozhe An Zongxia Li Jieyu Zhao Rachel Rudinger 16 25 0 13 Oct 2022
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs Angelie Kraft Ricardo Usbeck KELM 18 9 0 07 Oct 2022
What Changed? Investigating Debiasing Methods using Causal Mediation Analysis Su-Ha Jeoung Jana Diesner CML 19 7 0 01 Jun 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 24 6 0 10 Mar 2022
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 257 374 0 28 Feb 2021
Debiasing Pre-trained Contextualised Embeddings Masahiro Kaneko Danushka Bollegala 210 138 0 23 Jan 2021
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 243 289 0 17 Mar 2020
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 294 6,950 0 20 Apr 2018