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 / 89 papers shown

Title
Semantic Probabilistic Control of Language Models Kareem Ahmed Catarina G Belém Padhraic Smyth Sameer Singh 44 0 0 04 May 2025
Mitigating Group-Level Fairness Disparities in Federated Visual Language Models Chaomeng Chen Zitong Yu Jin Song Dong Sen Su L. Shen Shutao Xia Xiaochun Cao FedML VLM 175 0 0 03 May 2025
Bias Analysis and Mitigation through Protected Attribute Detection and Regard Classification Takuma Udagawa Yang Zhao H. Kanayama Bishwaranjan Bhattacharjee 33 0 0 19 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Z. Chen Z. Z. Ren Maarten de Rijke 43 0 0 05 Apr 2025
Gender Encoding Patterns in Pretrained Language Model Representations Mahdi Zakizadeh Mohammad Taher Pilehvar 48 0 0 09 Mar 2025
Addressing Bias in Generative AI: Challenges and Research Opportunities in Information Management Xiahua Wei Naveen Kumar Han Zhang 68 5 0 22 Jan 2025
Foundation Models at Work: Fine-Tuning for Fairness in Algorithmic Hiring Buse Sibel Korkmaz Rahul Nair Elizabeth M. Daly Evangelos Anagnostopoulos Christos Varytimidis Antonio del Rio Chanona 40 0 0 13 Jan 2025
Smaller Large Language Models Can Do Moral Self-Correction Guangliang Liu Zhiyu Xue Rongrong Wang K. Johnson Kristen Marie Johnson LRM 32 0 0 30 Oct 2024
LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs Do Xuan Long Hai Nguyen Ngoc Tiviatis Sim Hieu Dao Chenyu You Kenji Kawaguchi Nancy F. Chen Min-Yen Kan 34 8 0 16 Aug 2024
Does Liking Yellow Imply Driving a School Bus? Semantic Leakage in Language Models Hila Gonen Terra Blevins Alisa Liu Luke Zettlemoyer Noah A. Smith 31 5 0 12 Aug 2024
Are Large Language Models Really Bias-Free? Jailbreak Prompts for Assessing Adversarial Robustness to Bias Elicitation Riccardo Cantini Giada Cosenza A. Orsino Domenico Talia AAML 62 5 0 11 Jul 2024
MBIAS: Mitigating Bias in Large Language Models While Retaining Context Shaina Raza Ananya Raval Veronica Chatrath 48 6 0 18 May 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes Damin Zhang Yi Zhang Geetanjali Bihani Julia Taylor Rayz 53 2 0 06 May 2024
MisgenderMender: A Community-Informed Approach to Interventions for Misgendering Tamanna Hossain Sunipa Dev Sameer Singh 35 5 0 23 Apr 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 34 10 0 15 Mar 2024
Specification Overfitting in Artificial Intelligence Benjamin Roth Pedro Henrique Luz de Araujo Yuxi Xia Saskia Kaltenbrunner Christoph Korab 58 0 0 13 Mar 2024
COBIAS: Assessing the Contextual Reliability of Bias Benchmarks for Language Models Priyanshul Govil Hemang Jain Vamshi Krishna Bonagiri Aman Chadha Ponnurangam Kumaraguru Manas Gaur Sanorita Dey 53 2 0 22 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 Zhiyu Li Bo Tang 23 9 0 17 Feb 2024
ConFit: Improving Resume-Job Matching using Data Augmentation and Contrastive Learning Xiao Yu Jinzhong Zhang Zhou Yu 43 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 37 27 0 28 Jan 2024
Quantifying Stereotypes in Language Yang Liu 38 1 0 28 Jan 2024
Self-Supervised Position Debiasing for Large Language Models Zhongkun Liu Zheng Chen Mengqi Zhang Zhaochun Ren Pengjie Ren Zhumin Chen 36 1 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 38 68 0 06 Dec 2023
Controlled Text Generation via Language Model Arithmetic Jasper Dekoninck Marc Fischer Luca Beurer-Kellner Martin Vechev 31 36 0 24 Nov 2023
Prompt-based Pseudo-labeling Strategy for Sample-Efficient Semi-Supervised Extractive Summarization Gaurav Sahu Olga Vechtomova I. Laradji 39 1 0 16 Nov 2023
Identifying and Adapting Transformer-Components Responsible for Gender Bias in an English Language Model Abhijith Chintam Rahel Beloch Willem H. Zuidema Michael Hanna Oskar van der Wal 28 16 0 19 Oct 2023
Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting Melanie Sclar Yejin Choi Yulia Tsvetkov Alane Suhr 53 306 0 17 Oct 2023
Watch Your Language: Investigating Content Moderation with Large Language Models Deepak Kumar Y. AbuHashem Zakir Durumeric AI4MH 36 15 0 25 Sep 2023
OpinionGPT: Modelling Explicit Biases in Instruction-Tuned LLMs Patrick Haller Ansar Aynetdinov Alan Akbik 33 24 0 07 Sep 2023
CMD: a framework for Context-aware Model self-Detoxification Zecheng Tang Keyan Zhou Juntao Li Yuyang Ding Pinzheng Wang Bowen Yan Minzhang MU 23 5 0 16 Aug 2023
XNLP: An Interactive Demonstration System for Universal Structured NLP Hao Fei Meishan Zhang Hao Fei Tat-Seng Chua 42 1 0 03 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 37 12 0 20 Jul 2023
An Empirical Analysis of Parameter-Efficient Methods for Debiasing Pre-Trained Language Models Zhongbin Xie Thomas Lukasiewicz 28 12 0 06 Jun 2023
An Invariant Learning Characterization of Controlled Text Generation Carolina Zheng Claudia Shi Keyon Vafa Amir Feder David M. Blei OOD 38 8 0 31 May 2023
A Practical Toolkit for Multilingual Question and Answer Generation Asahi Ushio Fernando Alva-Manchego Jose Camacho-Collados SyDa 28 13 0 27 May 2023
An Empirical Comparison of LM-based Question and Answer Generation Methods Asahi Ushio Fernando Alva-Manchego Jose Camacho-Collados 25 20 0 26 May 2023
An Efficient Multilingual Language Model Compression through Vocabulary Trimming Asahi Ushio Yi Zhou Jose Camacho-Collados 41 7 0 24 May 2023
PaLM 2 Technical Report Rohan Anil Andrew M. Dai Orhan Firat Melvin Johnson Dmitry Lepikhin ... Ce Zheng Wei Zhou Denny Zhou Slav Petrov Yonghui Wu ReLM LRM 122 1,152 0 17 May 2023
On the Origins of Bias in NLP through the Lens of the Jim Code Fatma Elsafoury Gavin Abercrombie 47 4 0 16 May 2023
Data Bias Management Gianluca Demartini Kevin Roitero Stefano Mizzaro 26 5 0 15 May 2023
Surfacing Biases in Large Language Models using Contrastive Input Decoding G. Yona Or Honovich Itay Laish Roee Aharoni 27 11 0 12 May 2023
Effectiveness of Debiasing Techniques: An Indigenous Qualitative Analysis Vithya Yogarajan Gillian Dobbie Henry Gouk 14 3 0 17 Apr 2023
Evaluation of Social Biases in Recent Large Pre-Trained Models Swapnil Sharma Nikita Anand V. KranthiKiranG. Alind Jain 26 0 0 13 Apr 2023
Socio-economic landscape of digital transformation & public NLP systems: A critical review Satyam Mohla Anupam Guha 38 1 0 04 Apr 2023
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence Reasoning Hongyin Luo James R. Glass NAI 29 7 0 10 Mar 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 32 73 0 22 Feb 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 45 159 0 15 Feb 2023
Towards Agile Text Classifiers for Everyone Maximilian Mozes Jessica Hoffmann Katrin Tomanek Muhamed Kouate Nithum Thain Ann Yuan Tolga Bolukbasi Lucas Dixon 40 13 0 13 Feb 2023
Second Thoughts are Best: Learning to Re-Align With Human Values from Text Edits Ruibo Liu Chenyan Jia Ge Zhang Ziyu Zhuang Tony X. Liu Soroush Vosoughi 99 35 0 01 Jan 2023
AutoReply: Detecting Nonsense in Dialogue Introspectively with Discriminative Replies Weiyan Shi Emily Dinan Adithya Renduchintala Daniel Fried Athul Paul Jacob Zhou Yu M. Lewis AAML 28 2 0 22 Nov 2022