Language Model Debiasing

Ask about this topic

Latest papers

CardsList

30 papers7 papers in the last four weeks, up 75% on the four weeks before. 0.0% of all new papers.

  1. Factual Yet One-Sided: Stance Poisoning and Evidence Balancing in Retrieval-Augmented Generation

    Oct 25, 2026Puyuan Yang, Shaoxuan Dong, Liujie Wu +2RAG Poisoning AttacksRAG Robustness

    Department of Computer Science, Swansea University, Swansea, United Kingdom · School of Electronics and Information, Northwestern Polytechnical University, Xi’an, China

  2. Rethinking Post-hoc Debiasing of Large Pretrained Models

    Oct 21, 2026Divyaansh Mertia, Chirag Bhutra, Himanshu Shekhar +2Debiased MLLanguage Model Debiasing

    Indian Institute of Technology Jodhpur

  3. Conflicted Records: Typed Adversarial Contracts for Auditable LLM Output Quality Enforcement

    Oct 21, 2026Kardelen Subasi, Jarosław A. ChudziakLLM AuditingLLM Hallucination Mitigation

    Warsaw University of Technology, Warsaw, Poland

  4. Beyond Model Weights: Sampling-Dependent Fairness in Diffusion Language Models

    Oct 20, 2026Koshiro Saito, Daisuke Oba, Danushka Bollegala +1Social Bias in Language ModelsDiffusion Language Models

    Institute of Science Tokyo · University of Liverpool · Amazon +2

  5. The Judge Can Debias Itself: Awareness and Self-Debiasing for Reliable LLM-as-a-Judge

    Oct 16, 2026Youbing Yin, Jingyu Wu, Anoop Kumar +3Bias in LLM-as-a-JudgeLLM-as-a-Judge

    Capital One

  6. Bias Mitigation in Audio-Enabled LLMs through Adversarial Training and Distillation Methods

    Oct 15, 2026Adnan Al Ali, Jindřich Libovický, Anne LauscherAdversarial DebiasingLanguage Model Debiasing

    Charles University, Faculty of Mathematics and Physics, Czech Republic · Trustworthy AI Lab, University of Hamburg, Germany

  7. Latent space bias directions in LLMs capture confidence, not fairness

    Oct 6, 2026Stephanie Buttigieg, Maeve Madigan, Parameswaran Kamalaruban +1Debiased MLLanguage Model Steering

    Institute of Astronomy & Kavli Institute for Cosmology, University of Cambridge, UK · Risk and Security AI Lab, Visa Inc., Cambridge, UK

  8. Acmite: Mitigating Gender Bias in LLMs through Concept-Guided Mutual Information

    Oct 1, 2026Tian Lan, Xiaoqing Cheng, Han Zhang +1Gender Bias in Language ModelsDebiased ML

    Kyoto University · Zhejiang University · Shanghai Jiao Tong University +1

  9. Debias It Yourself: Teaching LLMs Cognitive Bias Mitigation Interventions

    Sep 30, 2026Chahat Raj, Sina Mansouri, Aylin Caliskan +2Cognitive Bias in Language ModelsLanguage Model Debiasing

    George Mason University · University of Washington

  10. FairLMs: A Turnkey Library for Fairness in Language Models

    Sep 18, 2026Jiale Zhang, Michael Larionov, Zichong Wang +2Language Model Bias EvaluationSocial Bias in Language Models

    Department of Biostatistics and Health Data Science Indiana University Indianapolis, IN, United States · Department of Statistics and Data Science Carnegie Mellon University Pittsburgh, PA, United States · Knight Foundation School of Computing and Information Sciences Florida International University Miami, FL, United States

  11. The Illusion of Debiasing: Persona Steering Redistributes Rather Than Reduces Bias in LLMs

    Sep 7, 2026Ziyue Feng, Hongbo Fang, James A. EvansLanguage Model SteeringLanguage Model Debiasing

    University of Chicago Chicago, IL, USA

  12. CoCoA: Context-Conditional Cultural Alignment for Large Language Models

    Aug 30, 2026Kyungdon Lee, Wei Xu, Alan Ritter +2Cultural Bias in Language ModelsLanguage Model Debiasing

    Sungkyunkwan University, Suwon, South Korea · Georgia Institute of Technology, GA, USA · University of Southern California, CA, USA

  13. Adaptive Triggering for Bias Correction in LLM Reasoning

    Aug 26, 2026Nayoung Kim, Mickey Mancenido, Huan LiuLanguage Model DebiasingDemographic Bias in Language Models

    School of Computing and Augmented Intelligence, Arizona State University, Tempe, AZ, USA · School of Mathematical and Natural Sciences, Arizona State University, Phoenix, AZ, USA

  14. A Heuristic Perspective on Debiasing Language Models

    Aug 1, 2026Tian Lan, Yemin Wang, Chuancheng Shi +6Social Bias in Language ModelsLanguage Model Debiasing

    Inner Mongolia University · Xiamen University · University of Sydney +3

  15. Wait, am I Being Fair? Characterizing Deductive Stereotyping and Mitigating It with Fair-GCG

    Jun 30, 2026Naihao Deng, Yilun Zhu, Joan Nwatu +2Language Model SteeringSocial Bias in Language Models

    University of Michigan

  16. Debiasing Without Protected Attributes: Latent Concept Erasure from Textual Profiles

    Jun 10, 2026Shun Shao, Zheng Zhao, Anna Korhonen +2Debiased MLAlgorithmic Fairness

    University of Cambridge · University of Edinburgh · University of Groningen +1

  17. COFT: Counterfactual-Conformal Decoding for Fair Chain-of-Thought Reasoning in Large Language Models

    May 28, 2026Arya Fayyazi, Mehdi Kamal, Massoud PedramSocial Bias in Language ModelsCounterfactual Fairness

    Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, California, USA.

  18. Side-by-side Comparison Amplifies Dialect Bias in Language Models

    May 23, 2026Kritee Kondapally, Claire J. Smerdon, Pooja C. Patel +5Social Bias in Language ModelsAlgorithmic Fairness

    University of Southern California, USA

  19. DebiasRAG: A Tuning-Free Path to Fair Generation in Large Language Models through Retrieval-Augmented Generation

    May 15, 2026Rui Chu, Bingyin Zhao, Thanh Quoc Hung Le +6Retrieval-Augmented GenerationDebiased ML

  20. Decoding-Time Debiasing via Process Reward Models: From Controlled Fill-in to Open-Ended Generation

    May 4, 2026Muneeb Ur Raheem KhanSocial Bias in Language ModelsLanguage Model Decoding

    Lahore University of Management Sciences (LUMS)

  21. Judging the Judges: A Systematic Evaluation of Bias Mitigation Strategies in LLM-as-a-Judge Pipelines

    Apr 25, 2026Sadman Kabir SoumikDebiased MLLLM-as-a-Judge

    Independent Researcher

  22. When Bigger Isn't Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation

    Apr 23, 2026Nannan Huang, Iffat Maab, Junichi YamagishiSocial Bias in Language ModelsLanguage Model Debiasing

    RMIT University, Australia · National Institute of Informatics, Tokyo, Japan

  23. Debiasing Large Language Models toward Social Factors in Online Behavior Analytics through Prompt Knowledge Tuning

    Mar 28, 2026Hossein Salemi, Jitin Krishnan, Hemant PurohitLanguage Model DebiasingSocial Bias in Language Models

    George Mason University, Fairfax, Virginia, United States

  24. CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs

    Mar 23, 2026Ravi Ranjan, Utkarsh Grover, Mayur Akewar +2Language Model DebiasingSocial Bias in Language Models

    Florida International University Miami, USA · University of South Florida Tampa, USA

  25. UGID: Unified Graph Isomorphism for Debiasing Large Language Models

    Mar 19, 2026Zikang Ding, Junchi Yao, Junhao Li +4Language Model DebiasingSocial Bias in Language Models

    University of Electronic Science and Technology of China, Chengdu, China · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, United Arab Emirates · South China University of Technology, Guangzhou, China

  26. Preconditioned Test-Time Adaptation for Out-of-Distribution Debiasing in Narrative Generation

    Mar 14, 2026Hanwen Shen, Ting Ying, Jiajie Lu +1Narrative GenerationLanguage Model Debiasing

    Laboratory for Artificial Intelligence in Mathematics Education, Stevens Institute of Technology · Independent Researcher · NLP2CT Lab, Department of Computer and Information Science, University of Macau

  27. Toward Robust LLM-Based Judges: Taxonomic Bias Evaluation and Debiasing Optimization

    Mar 9, 2026Hongli Zhou, Hui Huang, Rui Zhang +5LLM-as-a-JudgeSocial Bias in Language Models

    Faculty of Computing, Harbin Institute of Technology, Harbin, 150001, China · School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, 518055, China

  28. Knowing Bias, Doing Better: Mitigating Social Bias in LLMs via Know-Bias Neuron Enhancement

    Jan 29, 2026Jinhao Pan, Chahat Raj, Anjishnu Mukherjee +4Debiased MLSocial Bias in Language Models

    Department of Computer Science, George Mason University, Fairfax, VA, USA · Lightridge High School, Aldie, VA, USA

  29. BiasGym: A Simple and Generalizable Framework for Analyzing and Removing Biases through Injection

    Aug 12, 2025Sekh Mainul Islam, Nadav Borenstein, Siddhesh Milind Pawar +3Social Bias in Language ModelsLLM Interpretability

    University of Copenhagen

  30. General Phrase Debiaser: Debiasing Masked Language Models at a Multi-Token Level

    Nov 23, 2023Bingkang Shi, Xiaodan Zhang, Dehan Kong +4Gender Bias in Language ModelsDebiased ML

    Chinese Academy of Sciences, Institute of Information Engineering, Beijing 100093, China · Alibaba Group, Alibaba Artificial Intelligence Governance Laboratory, Beijing, China · University of Bristol, Department of Electrical and Electronic Engineering, Bristol, BS8 1UB, UK