Fairness

Pluralistic Alignment for Healthcare: A Role-Driven Framework EMNLP 2025 PMPO: A Self-Optimizing Framework for Creating High-Fidelity Measurement Tools for Social Bias in Large Language Models IJCNLP 2025 PolBiX: Detecting LLMs’ Political Bias in Fact-Checking through X-phemisms EMNLP 2025 Political Bias Prediction Models Focus on Source Cues, Not Semantics AAAI 2025 Post-hoc Study of Climate Microtargeting on Social Media Ads with LLMs: Thematic Insights and Fairness Evaluation EMNLP 2025 Post-processing for Fair Regression via Explainable SVD AISTATS 2025 Power(ful) Associations: Rethinking “Stereotype” for NLP ACL 2025 Presumed Cultural Identity: How Names Shape LLM Responses EMNLP 2025 PRISM: A Framework for Producing Interpretable Political Bias Embeddings with Political-Aware Cross-Encoder ACL 2025 Privacy, Utility and Fairness: Navigating Trade-offs in Differentially Private Machine Learning AAAI 2025 Probing Gender Bias in Multilingual LLMs: A Case Study of Stereotypes in Persian EMNLP 2025 Proposal: From One-Fit-All to Perspective Aware Modeling ACL 2025 Quantifying Cognitive Bias Induction in LLM-Generated Content IJCNLP 2025 Quantifying Misattribution Unfairness in Authorship Attribution ACL 2025 RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025 Reading Between the Prompts: How Stereotypes Shape LLM’s Implicit Personalization EMNLP 2025 Reconciling Model Multiplicity for Downstream Decision Making ICLR 2025 Red-Teaming for Uncovering Societal Bias in Large Language Models ACL 2025 Rejected Dialects: Biases Against African American Language in Reward Models NAACL 2025 Rethinking Prompt-based Debiasing in Large Language Model ACL 2025 Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion CVPR 2025 Revisiting the Berkeley Admissions data: Statistical Tests for Causal Hypotheses UAI 2025 Reward Model Perspectives: Whose Opinions Do Reward Models Reward? EMNLP 2025 ‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025 Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025