Social Bias in Language Models

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13 papers in the last four weeks, up 44% on the four weeks before. 0.1% of all new papers.

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  1. Social Bias in LLM-Generated Code: Benchmark and Mitigation

    May 1, 2026Fazle Rabbi, Lin Ling, Song Wang +1Social Bias in Language ModelsAgentic Code Generation

    Concordia University, Montreal, Canada · Lassonde School of Engineering, York University, Toronto, Canada

  2. Mapping how LLMs debate societal issues when shadowing human personality traits, sociodemographics and social media behavior

    Apr 30, 2026Ali Aghazadeh Ardebili, Massimo StellaSocial Bias in Language ModelsLanguage Model Bias Evaluation

    CogNosco Lab, University of Trento, Department of Psychology and Cognitive Science, Trento, Italy

  3. Analyzing LLM Reasoning to Uncover Mental Health Stigma

    Apr 27, 2026Sreehari Sankar, Aliakbar Nafar, Mona Barman +8LLM EvaluationSocial Bias in Language Models

    BetterHelp

  4. Applications of the Transformer Architecture in AI-Assisted English Reading Comprehension

    Apr 26, 2026Ping LiTransformer InterpretabilitySocial Bias in Language Models

    a Shandong Management University, Jinan, Shandong Province, 250357, China

  5. Exposing the Unsaid: Visualizing Hidden LLM Bias through Stochastic Path Aggregation

    Apr 24, 2026Matteo Pelossi, Rita Sevastjanova, Thilo Spinner +1LLM AuditingSocial Bias in Language Models

    ETH Zurich

  6. 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 ModelsPolitical Bias in Language Models

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

  7. Dialect vs Demographics: Quantifying LLM Bias from Implicit Linguistic Signals vs. Explicit User Profiles

    Apr 22, 2026Irti Haq, Belén SaldíasLanguage Model Safety EvaluationSocial Bias in Language Models

    University of Washington, USA

  8. Who Defines Fairness? Target-Based Prompting for Demographic Representation in Generative Models

    Apr 22, 2026Marzia Binta Nizam, James DavisSocial Bias in Language ModelsAlgorithmic Fairness

    University of California, Santa Cruz, USA

  9. Whose Story Gets Told? Positionality and Bias in LLM Summaries of Life Narratives

    Apr 22, 2026Melanie Subbiah, Haaris Mian, Nicholas Deas +3Gender Bias in Language ModelsLLM Auditing

    Department of Computer Science, Columbia University · Department of Applied Physics and Applied Mathematics, Columbia University · Department of Psychology, Northwestern University

  10. Culturally uneven urban perception in large language models

    Apr 21, 2026Rong Zhao, Wanqi Liu, Zhizhou Sha +3VLM EvaluationSocial Bias in Language Models

    Centre for Advanced Spatial Analysis (CASA), UCL, London, UK · Department of Computer Science, UT Austin, Austin, TX, USA · School of Architecture, Tsinghua University, Beijing, China

  11. In-Situ Behavioral Evaluation for LLM Fairness, Not Standardized-Test Scores

    Apr 21, 2026Zeyu Tang, Sang T. Truong, Deonna Owens +4LLM EvaluationSocial Bias in Language Models

    Stanford University

  12. Large Language Models Exhibit Normative Conformity

    Apr 21, 2026Mikako Bito, Keita Nishimoto, Kimitaka Asatani +1Normative Conformity in Language ModelsSocial Bias in Language Models

    The University of Tokyo

  13. Investigating Counterfactual Unfairness in LLMs towards Identities through Humor

    Apr 20, 2026Shubin Kim, Yejin Son, Junyeong Park +6Social Bias in Language ModelsLanguage Model Bias Evaluation

    ♡Yonsei University · ♠KAIST · ♣Seoul National University +1

  14. First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows

    Apr 20, 2026Sihao Xing, Zaur GoulievHealthcareSocial Bias in Language Models

    School of Enterprise Computing and Digital Transformation Technological University Dublin · School of Information and Communication Studies University College Dublin

  15. Contrastive Analysis of Linguistic Representations in Large Language Model Outputs through Structured Synthetic Data Generation and Abstracted N-gram Associations

    Apr 19, 2026S. A. Desimone, L. Alonso AlemanySocial Bias in Language ModelsLanguage Model Bias Evaluation

    Universidad Nacional de C´ordoba · CONICET

  16. Calibrated? Not for Everyone: How Sexual Orientation and Religious Markers Distort LLM Accuracy and Confidence in Medical QA

    Apr 19, 2026Alberto Testoni, Iacer CalixtoHealthcareSocial Bias in Language Models

    Department of Medical Informatics, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands. · Amsterdam Public Health, Methodology, Amsterdam, The Netherlands.

  17. VIBE: Voice-Induced open-ended Bias Evaluation for Large Audio-Language Models via Real-World Speech

    Apr 19, 2026Yi-Cheng Lin, Yusuke Hirota, Sung-Feng Huang +1Audio-Language Model EvaluationGender Bias in Language Models

    Graduate Institute of Communication Engineering National Taiwan University Taipei, Taiwan · NVIDIA Research NVIDIA Taipei, Taiwan · AI Center of Research Excellence National Taiwan University Taipei, Taiwan

  18. BIASEDTALES-ML: A Multilingual Dataset for Analyzing Narrative Attribute Distributions in LLM-Generated Stories

    Apr 18, 2026Yuxuan Ouyang, yingfeng luo, JingBo Zhu +1Multilingual Language Model EvaluationSocial Bias in Language Models

    School of Computer Science and Engineering, Northeastern University, Shenyang, China · NiuTrans Research, Shenyang, China

  19. DART: Mitigating Harm Drift in Difference-Aware LLMs via Distill-Audit-Repair Training

    Apr 18, 2026Ziwen Pan, Zihan Liang, Jad Kabbara +1LLM AuditingSocial Bias in Language Models

    Emory University · MIT

  20. Polarization by Default: Auditing Recommendation Bias in LLM-Based Content Curation

    Apr 17, 2026Nicolò Pagan, Christopher Barrie, Chris Andrew Bail +1LLM PromptingSocial Bias in Language Models

    University of Zurich, Department of Informatics, Zurich, CH · New York University, Department of Sociology, New York, USA · University of Oxford, Department of Sociology, Oxford, UK +2

  21. \textit{Versteasch du mi?} Computational and Socio-Linguistic Perspectives on GenAI, LLMs, and Non-Standard Language

    Mar 30, 2026Verena Platzgummer, John McCrae, Sina AhmadiSocial Bias in Language ModelsLow-Resource Language Processing

    University of Galway · University of Zurich

  22. Benchmarking Bengali Dialectal Bias: A Multi-Stage Framework Integrating RAG-Based Translation and Human-Augmented RLAIF

    Mar 22, 2026K. M. Jubair Sami, Dipto Sumit, Ariyan Hossain +1Social Bias in Language ModelsLanguage Model Bias Evaluation

    Department of Computer Science and Engineering BRAC University, Dhaka, Bangladesh

  23. 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

  24. Investigating Social Bias Changes in Quantized Language Models

    Feb 5, 2026Stanley Z. Hua, Sanae Lotfi, Irene Y. ChenLLM QuantizationSocial Bias in Language Models

    UC Berkeley & UCSF · Meta Superintelligence Labs

  25. 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

  26. White-Box Sensitivity Auditing with Steering Vectors

    Jan 23, 2026Hannah Cyberey, Yangfeng Ji, David EvansAlgorithmic AuditingLLM Auditing

    University of Virginia

  27. Large Language Models Develop Novel Social Biases Through Adaptive Exploration

    Nov 8, 2025Addison J. Wu, Ryan Liu, Xuechunzi Bai +1Social Bias in Language ModelsLanguage Model Bias Evaluation

    1Princeton University · University

  28. Adaptive Generation of Bias-Eliciting Questions for LLMs

    Oct 14, 2025Robin Staab, Jasper Dekoninck, Maximilian Baader +1Social Bias in Language ModelsLanguage Model Bias Evaluation

    1ETH Zurich, Switzerland · 2Snyk, Zurich, Switzerland

  29. Fair-GPTQ: Bias-Aware Quantization for Large Language Models

    Sep 18, 2025Irina Proskurina, Guillaume Metzler, Julien VelcinLLM QuantizationSocial Bias in Language Models

    Université Claude Bernard Lyon 1, Université Lumière Lyon 2, ERIC · École Centrale de Lyon, LIRIS, CNRS UMR 5205

  30. 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