fairness evaluation

Rethinking Prompt-based Debiasing in Large Language Model ACL 2025 Social Bias Evaluation for Large Language Models Requires Prompt Variations EMNLP 2025 Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models ACL 2025 T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation CVPR 2025 Tag-First: Mitigating Distributional Bias in Synthetic User Profiles through Controlled Attribute Generation ACL 2025 TFDP: Token-Efficient Disparity Audits for Autoregressive LLMs via Single-Token Masked Evaluation EMNLP 2025 “The dentist is an involved parent, the bartender is not”: Revealing Implicit Biases in QA with Implicit BBQ AACL 2025 The Lawyer That Never Thinks: Consistency and Fairness as Keys to Reliable AI ACL 2025 Understanding and Meeting Practitioner Needs When Measuring Representational Harms Caused by LLM-Based Systems ACL 2025 WEFE: A Python Library for Measuring and Mitigating Bias in Word Embeddings JMLR 2025 When Personalization Meets Reality: A Multi-Faceted Analysis of Personalized Preference Learning EMNLP 2025 Where Fact Ends and Fairness Begins: Redefining AI Bias Evaluation through Cognitive Biases EMNLP 2025 Who Writes What: Unveiling the Impact of Author Roles on AI-generated Text Detection ACL 2025 Are Models Biased on Text without Gender-related Language? ICLR 2024 A Unified Framework and Dataset for Assessing Societal Bias in Vision-Language Models EMNLP 2024 BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs EMNLP 2024 Bias in News Summarization: Measures, Pitfalls and Corpora ACL 2024 Evaluating Gender Bias of LLMs in Making Morality Judgements EMNLP 2024 Evaluating Short-Term Temporal Fluctuations of Social Biases in Social Media Data and Masked Language Models EMNLP 2024 Fast Stealthily Biased Sampling Using Sliced Wasserstein Distance ACML 2024 “Global is Good, Local is Bad?”: Understanding Brand Bias in LLMs EMNLP 2024 Humans or LLMs as the Judge? A Study on Judgement Bias EMNLP 2024 Leveraging Diffusion Perturbations for Measuring Fairness in Computer Vision AAAI 2024 Not All Countries Celebrate Thanksgiving: On the Cultural Dominance in Large Language Models ACL 2024 SeeGULL Multilingual: a Dataset of Geo-Culturally Situated Stereotypes ACL 2024