fairness benchmark

FAIRGAMER: Evaluating Social Biases in LLM-Based Video Game NPCs ACL 2026 AccessEval: Benchmarking Disability Bias in Large Language Models EMNLP 2025 F²Bench: An Open-ended Fairness Evaluation Benchmark for LLMs with Factuality Considerations EMNLP 2025 Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs ACL 2025 Large Language Models Still Exhibit Bias in Long Text ACL 2025 What’s Not Said Still Hurts: A Description-Based Evaluation Framework for Measuring Social Bias in LLMs EMNLP 2025 Where Fact Ends and Fairness Begins: Redefining AI Bias Evaluation through Cognitive Biases EMNLP 2025 FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models NeurIPS 2024 GPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction ACL 2024 JobFair: A Framework for Benchmarking Gender Hiring Bias in Large Language Models EMNLP 2024 Social Bias Probing: Fairness Benchmarking for Language Models EMNLP 2024 On Evaluating and Mitigating Gender Biases in Multilingual Settings ACL 2023 Stereotyping Norwegian Salmon: An Inventory of Pitfalls in Fairness Benchmark Datasets ACL 2021