A Survey on Fairness in Large Language Models

20 August 2023

Ying Wang

Papers citing "A Survey on Fairness in Large Language Models"

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Title
Modular Machine Learning: An Indispensable Path towards New-Generation Large Language Models X. Wang Haoyang Li Zeyang Zhang H. Chen Wenwu Zhu LRM 77 0 0 28 Apr 2025
Orchestrating Agents and Data for Enterprise: A Blueprint Architecture for Compound AI Eser Kandogan Nikita Bhutani Dan Zhang Rafael Li Chen Sairam Gurajada Estevam R. Hruschka AIFin 29 0 0 10 Apr 2025
The more the merrier: logical and multistage processors in credit scoring Arturo Pérez-Peralta Sandra Benítez-Peña Rosa E. Lillo FaML 66 0 0 31 Mar 2025
Fair Text Classification via Transferable Representations Thibaud Leteno Michael Perrot Charlotte Laclau Antoine Gourru Christophe Gravier FaML 78 0 0 10 Mar 2025
Rethinking LLM Bias Probing Using Lessons from the Social Sciences Kirsten N. Morehouse S. Swaroop Weiwei Pan 38 0 0 28 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Erik Cambria LM&MA AILaw 65 148 0 28 Jan 2025
Bias in Large Language Models: Origin, Evaluation, and Mitigation Yufei Guo Muzhe Guo Juntao Su Zhou Yang Mengqiu Zhu Hongfei Li Mengyang Qiu Shuo Shuo Liu AILaw 23 8 0 16 Nov 2024
A Review of Fairness and A Practical Guide to Selecting Context-Appropriate Fairness Metrics in Machine Learning Caleb J. S. Barr Olivia Erdelyi Paul D. Docherty Randolph C. Grace FaML 55 0 0 10 Nov 2024
Interpretable Language Modeling via Induction-head Ngram Models Eunji Kim Sriya Mantena Weiwei Yang Chandan Singh Sungroh Yoon Jianfeng Gao 36 0 0 31 Oct 2024
LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs Yujun Zhou Jingdong Yang Kehan Guo Pin-Yu Chen Tian Gao ... Tian Gao Werner Geyer Nuno Moniz Nitesh V Chawla Xiangliang Zhang 31 4 0 18 Oct 2024
A Theoretical Survey on Foundation Models Shi Fu Yuzhu Chen Yingjie Wang Dacheng Tao 16 0 0 15 Oct 2024
Investigating Implicit Bias in Large Language Models: A Large-Scale Study of Over 50 LLMs Divyanshu Kumar Umang Jain Sahil Agarwal P. Harshangi 13 4 0 13 Oct 2024
Collapsed Language Models Promote Fairness Jingxuan Xu Wuyang Chen Linyi Li Yao Zhao Yunchao Wei 39 0 0 06 Oct 2024
Surveying the MLLM Landscape: A Meta-Review of Current Surveys Ming Li Keyu Chen Ziqian Bi Ming Liu Benji Peng ... Jinlang Wang Sen Zhang X. Pan Jiawei Xu Pohsun Feng OffRL 34 2 0 17 Sep 2024
Representation Bias in Political Sample Simulations with Large Language Models Weihong Qi Hanjia Lyu Jiebo Luo 18 5 0 16 Jul 2024
Large Language Models for Wearable Sensor-Based Human Activity Recognition, Health Monitoring, and Behavioral Modeling: A Survey of Early Trends, Datasets, and Challenges Emilio Ferrara LM&MA 19 12 0 09 Jul 2024
CEB: Compositional Evaluation Benchmark for Fairness in Large Language Models Song Wang Peng Wang Tong Zhou Yushun Dong Zhen Tan Jundong Li CoGe 41 6 0 02 Jul 2024
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models Ruinan Jin Zikang Xu Yuan Zhong Qiongsong Yao Qi Dou S. Kevin Zhou Xiaoxiao Li VLM 19 9 0 01 Jul 2024
A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directions Lei Liu Xiaoyan Yang Junchi Lei Xiaoyang Liu Yue Shen ... Peng Wei Jinjie Gu Zhixuan Chu Zhan Qin Kui Ren LM&MA AILaw 21 14 0 06 Jun 2024
LIDAO: Towards Limited Interventions for Debiasing (Large) Language Models Tianci Liu Haoyu Wang Shiyang Wang Yu Cheng Jing Gao ALM 22 0 0 01 Jun 2024
Towards Trustworthy AI: A Review of Ethical and Robust Large Language Models Meftahul Ferdaus Mahdi Abdelguerfi Elias Ioup Kendall N. Niles Ken Pathak Steve Sloan 24 10 0 01 Jun 2024
Expert-Guided Extinction of Toxic Tokens for Debiased Generation Xueyao Sun Kaize Shi Haoran Tang Guandong Xu Qing Li MU 25 1 0 29 May 2024
(Perhaps) Beyond Human Translation: Harnessing Multi-Agent Collaboration for Translating Ultra-Long Literary Texts Minghao Wu Jiahao Xu Yulin Yuan Gholamreza Haffari Longyue Wang Weihua Luo Kaifu Zhang LLMAG 111 22 0 20 May 2024
A survey on fairness of large language models in e-commerce: progress, application, and challenge Qingyang Ren Zilin Jiang Jinghan Cao Sijia Li Chiqu Li Yiyang Liu Shuning Huo Tiange He Yuan Chen AILaw FaML 22 4 0 15 May 2024
Navigating LLM Ethics: Advancements, Challenges, and Future Directions Junfeng Jiao S. Afroogh Yiming Xu Connor Phillips AILaw 50 19 0 14 May 2024
Are Models Biased on Text without Gender-related Language? Catarina G Belém P. Seshadri Yasaman Razeghi Sameer Singh 27 8 0 01 May 2024
Bias patterns in the application of LLMs for clinical decision support: A comprehensive study Raphael Poulain Hamed Fayyaz Rahmatollah Beheshti 21 15 0 23 Apr 2024
A Survey on the Memory Mechanism of Large Language Model based Agents Zeyu Zhang Xiaohe Bo Chen Ma Rui Li Xu Chen Quanyu Dai Jieming Zhu Zhenhua Dong Ji-Rong Wen LLMAG KELM 27 59 0 21 Apr 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 24 6 0 12 Apr 2024
Fairness in Large Language Models: A Taxonomic Survey Zhibo Chu Zichong Wang Wenbin Zhang AILaw 27 5 0 31 Mar 2024
A Survey on Human-AI Teaming with Large Pre-Trained Models Vanshika Vats Marzia Binta Nizam Minghao Liu Ziyuan Wang Richard Ho ... Celeste Shen Rachel Shen Nafisa Hussain Kesav Ravichandran James Davis LM&MA 18 8 0 07 Mar 2024
Word Importance Explains How Prompts Affect Language Model Outputs Stefan Hackmann Haniyeh Mahmoudian Mark Steadman Michael Schmidt AAML 142 4 0 05 Mar 2024
Your Large Language Model is Secretly a Fairness Proponent and You Should Prompt it Like One Tianlin Li Xiaoyu Zhang Chao Du Tianyu Pang Qian Liu Qing-Wu Guo Chao Shen Yang Liu ALM 23 9 0 19 Feb 2024
Challenges in Mechanistically Interpreting Model Representations Satvik Golechha James Dao 22 3 0 06 Feb 2024
When Large Language Models Meet Vector Databases: A Survey Zhi Jing Yongye Su Yikun Han Bo Yuan Haiyun Xu Chunjiang Liu Kehai Chen Min Zhang 33 32 0 30 Jan 2024
Digital Divides in Scene Recognition: Uncovering Socioeconomic Biases in Deep Learning Systems Michelle R. Greene Mariam Josyula Wentao Si Jennifer A. Hart 19 0 0 23 Jan 2024
Unveiling Bias in Fairness Evaluations of Large Language Models: A Critical Literature Review of Music and Movie Recommendation Systems Chandan Kumar Sah Xiaoli Lian Muhammad Mirajul Islam 16 7 0 08 Jan 2024
A Comprehensive Study of Knowledge Editing for Large Language Models Ningyu Zhang Yunzhi Yao Bo Tian Peng Wang Shumin Deng ... Lei Liang Zhiqiang Zhang Xiao-Jun Zhu Jun Zhou Huajun Chen KELM 21 76 0 02 Jan 2024
Evaluating and Mitigating Discrimination in Language Model Decisions Alex Tamkin Amanda Askell Liane Lovitt Esin Durmus Nicholas Joseph Shauna Kravec Karina Nguyen Jared Kaplan Deep Ganguli 19 66 0 06 Dec 2023
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs Shashank Gupta Vaishnavi Shrivastava A. Deshpande A. Kalyan Peter Clark Ashish Sabharwal Tushar Khot 105 49 0 08 Nov 2023
Understanding Fairness Surrogate Functions in Algorithmic Fairness Wei Yao Zhanke Zhou Zhicong Li Bo Han Yong Liu 13 3 0 17 Oct 2023
Explainability for Large Language Models: A Survey Haiyan Zhao Hanjie Chen Fan Yang Ninghao Liu Huiqi Deng Hengyi Cai Shuaiqiang Wang Dawei Yin Mengnan Du LRM 17 324 0 02 Sep 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,953 0 22 Mar 2023
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey Sachin Kumar Vidhisha Balachandran Lucille Njoo Antonios Anastasopoulos Yulia Tsvetkov ELM 58 59 0 14 Oct 2022
Addressing Fairness Issues in Deep Learning-Based Medical Image Analysis: A Systematic Review Zikang Xu Jun Li Yongshuo Zong Han Li Qingsong Yao S. Kevin Zhou 30 13 0 27 Sep 2022
"I'm sorry to hear that": Finding New Biases in Language Models with a Holistic Descriptor Dataset Eric Michael Smith Melissa Hall Melanie Kambadur Eleonora Presani Adina Williams 59 128 0 18 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Linear Adversarial Concept Erasure Shauli Ravfogel Michael Twiton Yoav Goldberg Ryan Cotterell KELM 65 56 0 28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
BBQ: A Hand-Built Bias Benchmark for Question Answering Alicia Parrish Angelica Chen Nikita Nangia Vishakh Padmakumar Jason Phang Jana Thompson Phu Mon Htut Sam Bowman 202 364 0 15 Oct 2021