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Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP

28 February 2021

Papers citing "Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP"

50 / 256 papers shown

Title
Large Scale Transfer Learning for Tabular Data via Language Modeling Josh Gardner Juan C. Perdomo Ludwig Schmidt LMTD 107 24 0 17 Jun 2024
Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives Da Xu Danqing Zhang Guangyu Yang Bo Yang Shuyuan Xu Lingling Zheng Cindy Liang 45 3 0 10 Jun 2024
Helpful or Harmful Data? Fine-tuning-free Shapley Attribution for Explaining Language Model Predictions Jingtan Wang Xiaoqiang Lin Rui Qiao Chuan-Sheng Foo Bryan Kian Hsiang Low TDI 71 5 0 07 Jun 2024
On the Intrinsic Self-Correction Capability of LLMs: Uncertainty and Latent Concept Guangliang Liu Haitao Mao Bochuan Cao Zhiyu Xue K. Johnson Jiliang Tang Rongrong Wang LRM 112 10 0 04 Jun 2024
When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs Ryo Kamoi Yusen Zhang Nan Zhang Jiawei Han Rui Zhang LRM 175 85 0 03 Jun 2024
Large Language Models as Recommender Systems: A Study of Popularity Bias Jan Malte Lichtenberg Alexander K. Buchholz Pola Schwöbel 91 7 0 03 Jun 2024
FOCUS: Forging Originality through Contrastive Use in Self-Plagiarism for Language Models Kaixin Lan Tao Fang Derek F. Wong Yabo Xu Lidia S. Chao Cecilia G. Zhao 116 4 0 02 Jun 2024
Applying Intrinsic Debiasing on Downstream Tasks: Challenges and Considerations for Machine Translation Bar Iluz Yanai Elazar Asaf Yehudai Gabriel Stanovsky 74 2 0 02 Jun 2024
LIDAO: Towards Limited Interventions for Debiasing (Large) Language Models Tianci Liu Haoyu Wang Shiyang Wang Yu Cheng Jing Gao ALM 86 1 0 01 Jun 2024
Expert-Guided Extinction of Toxic Tokens for Debiased Generation Xueyao Sun Kaize Shi Haoran Tang Guandong Xu Qing Li MU 85 2 0 29 May 2024
White-box Multimodal Jailbreaks Against Large Vision-Language Models Ruofan Wang Xingjun Ma Hanxu Zhou Chuanjun Ji Guangnan Ye Yu-Gang Jiang AAML VLM 84 24 0 28 May 2024
Seeing the Image: Prioritizing Visual Correlation by Contrastive Alignment Xin Xiao Bohong Wu Jiacong Wang Chunyuan Li Xun Zhou Haoyuan Guo VLM 73 9 0 28 May 2024
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challenges Jonas Becker Jan Philip Wahle Bela Gipp Terry Ruas 122 11 0 24 May 2024
Unveiling and Manipulating Prompt Influence in Large Language Models Zijian Feng Hanzhang Zhou Zixiao Zhu Junlang Qian Kezhi Mao 91 2 0 20 May 2024
MBIAS: Mitigating Bias in Large Language Models While Retaining Context Shaina Raza Ananya Raval Veronica Chatrath 134 10 0 18 May 2024
Thinking Fair and Slow: On the Efficacy of Structured Prompts for Debiasing Language Models Shaz Furniturewala Surgan Jandial Abhinav Java Pragyan Banerjee Simra Shahid Sumita Bhatia Kokil Jaidka 109 11 0 16 May 2024
Large Language Model Bias Mitigation from the Perspective of Knowledge Editing Ruizhe Chen Yichen Li Zikai Xiao Zuo-Qiang Liu KELM 91 14 0 15 May 2024
Detecting Statements in Text: A Domain-Agnostic Few-Shot Solution Sandrine Chausson Bjorn Ross 34 0 0 09 May 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes Damin Zhang Yi Zhang Geetanjali Bihani Julia Taylor Rayz 162 3 0 06 May 2024
MisgenderMender: A Community-Informed Approach to Interventions for Misgendering Tamanna Hossain Sunipa Dev Sameer Singh 103 5 0 23 Apr 2024
SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs Jaehyung Kim Jaehyun Nam Sangwoo Mo Jongjin Park Sang-Woo Lee Minjoon Seo Jung-Woo Ha Jinwoo Shin AIFin RALM ELM 121 51 0 17 Apr 2024
DESTEIN: Navigating Detoxification of Language Models via Universal Steering Pairs and Head-wise Activation Fusion Yu Li Zhihua Wei Han Jiang Chuanyang Gong LLMSV 89 3 0 16 Apr 2024
Learn to Disguise: Avoid Refusal Responses in LLM's Defense via a Multi-agent Attacker-Disguiser Game Qianqiao Xu Zhiliang Tian Hongyan Wu Zhen Huang Yiping Song Feng Liu Dongsheng Li LLMAG AAML 71 3 0 03 Apr 2024
A Survey on Multilingual Large Language Models: Corpora, Alignment, and Bias Yuemei Xu Ling Hu Jiayi Zhao Zihan Qiu Yuqi Ye Hanwen Gu LRM 102 44 0 01 Apr 2024
Outcome-Constrained Large Language Models for Countering Hate Speech Lingzi Hong Pengcheng Luo Eduardo Blanco Xiaoying Song 118 7 0 25 Mar 2024
Take Care of Your Prompt Bias! Investigating and Mitigating Prompt Bias in Factual Knowledge Extraction Ziyang Xu Keqin Peng Liang Ding Dacheng Tao Xiliang Lu 74 10 0 15 Mar 2024
Ethos: Rectifying Language Models in Orthogonal Parameter Space Lei Gao Yue Niu Tingting Tang A. Avestimehr Murali Annavaram MU 83 12 0 13 Mar 2024
Specification Overfitting in Artificial Intelligence Benjamin Roth Pedro Henrique Luz de Araujo Yuxi Xia Saskia Kaltenbrunner Christoph Korab 235 1 0 13 Mar 2024
AXOLOTL: Fairness through Assisted Self-Debiasing of Large Language Model Outputs Sana Ebrahimi Kaiwen Chen Abolfazl Asudeh Gautam Das Nick Koudas 70 5 0 01 Mar 2024
Farsight: Fostering Responsible AI Awareness During AI Application Prototyping Zijie J. Wang Chinmay Kulkarni Lauren Wilcox Michael Terry Michael A. Madaio 79 50 0 23 Feb 2024
Fine-Grained Detoxification via Instance-Level Prefixes for Large Language Models Xin Yi Linlin Wang Xiaoling Wang Liang He MoMe 92 1 0 23 Feb 2024
From Prejudice to Parity: A New Approach to Debiasing Large Language Model Word Embeddings Aishik Rakshit Smriti Singh Shuvam Keshari Arijit Ghosh Chowdhury Vinija Jain Aman Chadha 69 3 0 18 Feb 2024
Controlled Text Generation for Large Language Model with Dynamic Attribute Graphs Xun Liang Hanyu Wang Shichao Song Mengting Hu Xunzhi Wang Zhiyu Li Feiyu Xiong Simin Niu 67 11 0 17 Feb 2024
Disclosure and Mitigation of Gender Bias in LLMs Xiangjue Dong Yibo Wang Philip S. Yu James Caverlee 69 39 0 17 Feb 2024
MAFIA: Multi-Adapter Fused Inclusive LanguAge Models Prachi Jain Ashutosh Sathe Varun Gumma Kabir Ahuja Sunayana Sitaram 121 1 0 12 Feb 2024
VerAs: Verify then Assess STEM Lab Reports Berk Atil Mahsa Sheikhi Karizaki R. Passonneau 18 0 0 07 Feb 2024
Large Language Models are Geographically Biased Rohin Manvi Samar Khanna Marshall Burke David B. Lobell Stefano Ermon 113 54 0 05 Feb 2024
Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes Isabel O. Gallegos Ryan Rossi Joe Barrow Md Mehrab Tanjim Tong Yu Hanieh Deilamsalehy Ruiyi Zhang Sungchul Kim Franck Dernoncourt 71 23 0 03 Feb 2024
Towards Generating Informative Textual Description for Neurons in Language Models Shrayani Mondal Rishabh Garodia Arbaaz Qureshi Taesung Lee Youngja Park MILM 56 0 0 30 Jan 2024
ConFit: Improving Resume-Job Matching using Data Augmentation and Contrastive Learning Xiao Yu Jinzhong Zhang Zhou Yu 72 1 0 29 Jan 2024
Evaluating Gender Bias in Large Language Models via Chain-of-Thought Prompting Masahiro Kaneko Danushka Bollegala Naoaki Okazaki Timothy Baldwin LRM 81 33 0 28 Jan 2024
Quantifying Stereotypes in Language Yang Liu 75 1 0 28 Jan 2024
From Understanding to Utilization: A Survey on Explainability for Large Language Models Haoyan Luo Lucia Specia 136 25 0 23 Jan 2024
The Gaps between Pre-train and Downstream Settings in Bias Evaluation and Debiasing Masahiro Kaneko Danushka Bollegala Timothy Baldwin 82 3 0 16 Jan 2024
Self-Supervised Position Debiasing for Large Language Models Zhongkun Liu Zheng Chen Mengqi Zhang Zhaochun Ren Fajie Yuan Zhumin Chen 84 1 0 02 Jan 2024
Understanding the Effect of Model Compression on Social Bias in Large Language Models Gustavo Gonçalves Emma Strubell 87 11 0 09 Dec 2023
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 97 76 0 06 Dec 2023
Tackling Bias in Pre-trained Language Models: Current Trends and Under-represented Societies Vithya Yogarajan Gillian Dobbie Te Taka Keegan R. Neuwirth ALM 101 13 0 03 Dec 2023
A Survey of the Evolution of Language Model-Based Dialogue Systems Hongru Wang Lingzhi Wang Yiming Du Liang Chen Jing Zhou Yufei Wang Kam-Fai Wong LRM 151 23 0 28 Nov 2023
Controlled Text Generation via Language Model Arithmetic Jasper Dekoninck Marc Fischer Luca Beurer-Kellner Martin Vechev 95 40 0 24 Nov 2023