Language Models Get a Gender Makeover: Mitigating Gender Bias with
Few-Shot Data Interventions

Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions

7 June 2023

Himanshu Thakur

Praneetha Vaddamanu

Louis-Philippe Morency

Papers citing "Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions"

19 / 19 papers shown

Title
DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models Suyoung Bae YunSeok Choi Jee-Hyong Lee 44 0 0 25 Mar 2025
Auto-Search and Refinement: An Automated Framework for Gender Bias Mitigation in Large Language Models Yue Xu Chengyan Fu Li Xiong Sibei Yang Wenjie Wang 42 0 0 17 Feb 2025
An Empirically-grounded tool for Automatic Prompt Linting and Repair: A Case Study on Bias, Vulnerability, and Optimization in Developer Prompts Dhia Elhaq Rzig Dhruba Jyoti Paul Kaiser Pister Jordan Henkel Foyzul Hassan 75 0 0 21 Jan 2025
AGR: Age Group fairness Reward for Bias Mitigation in LLMs Shuirong Cao Ruoxi Cheng Zhiqiang Wang 32 4 0 06 Sep 2024
From 'Showgirls' to 'Performers': Fine-tuning with Gender-inclusive Language for Bias Reduction in LLMs Marion Bartl Susan Leavy 35 8 0 05 Jul 2024
Bias in Text Embedding Models Vasyl Rakivnenko Nestor Maslej Jessica Cervi Volodymyr Zhukov 22 0 0 17 Jun 2024
Navigating LLM Ethics: Advancements, Challenges, and Future Directions Junfeng Jiao S. Afroogh Yiming Xu Connor Phillips AILaw 62 19 0 14 May 2024
GigSense: An LLM-Infused Tool forWorkers' Collective Intelligence Kashif Imteyaz Claudia Flores-Saviaga Saiph Savage 25 1 0 04 May 2024
CodecLM: Aligning Language Models with Tailored Synthetic Data Zifeng Wang Chun-Liang Li Vincent Perot Long T. Le Jin Miao Zizhao Zhang Chen-Yu Lee Tomas Pfister SyDa ALM 23 17 0 08 Apr 2024
Prompting open-source and commercial language models for grammatical error correction of English learner text Christopher Davis Andrew Caines Oistein Andersen Shiva Taslimipoor H. Yannakoudakis Zheng Yuan Christopher Bryant Marek Rei P. Buttery 27 13 0 15 Jan 2024
Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems Tianyu Cui Yanling Wang Chuanpu Fu Yong Xiao Sijia Li ... Junwu Xiong Xinyu Kong Zujie Wen Ke Xu Qi Li 57 56 0 11 Jan 2024
Tackling Bias in Pre-trained Language Models: Current Trends and Under-represented Societies Vithya Yogarajan Gillian Dobbie Te Taka Keegan R. Neuwirth ALM 43 11 0 03 Dec 2023
Learning from Red Teaming: Gender Bias Provocation and Mitigation in Large Language Models Hsuan Su Cheng-Chu Cheng Hua Farn Shachi H. Kumar Saurav Sahay Shang-Tse Chen Hung-yi Lee 21 4 0 17 Oct 2023
Bias Testing and Mitigation in LLM-based Code Generation Dong Huang Qingwen Bu Jie M. Zhang Xiaofei Xie Junjie Chen Heming Cui 40 20 0 03 Sep 2023
Bias and Fairness in Large Language Models: A Survey Isabel O. Gallegos Ryan A. Rossi Joe Barrow Md Mehrab Tanjim Sungchul Kim Franck Dernoncourt Tong Yu Ruiyi Zhang Nesreen Ahmed AILaw 19 485 0 02 Sep 2023
A Survey on Fairness in Large Language Models Yingji Li Mengnan Du Rui Song Xin Wang Ying Wang ALM 46 59 0 20 Aug 2023
Unveiling Gender Bias in Terms of Profession Across LLMs: Analyzing and Addressing Sociological Implications Vishesh Thakur 21 26 0 18 Jul 2023
Sociodemographic Bias in Language Models: A Survey and Forward Path Vipul Gupta Pranav Narayanan Venkit Shomir Wilson R. Passonneau 42 20 0 13 Jun 2023
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 259 374 0 28 Feb 2021