fairness evaluation

Ask Me Again Differently: GRAS for Measuring Bias in Vision Language Models on Gender, Race, Age, and Skin Tone EACL 2026 A Woman with a Knife or A Knife with a Woman? Measuring Directional Bias Amplification in Image Captions WACV 2026 Beyond Bias Scores: Unmasking Vacuous Neutrality in Small Language Models EACL 2026 CAIRE: Cultural Attribution of Images with Retrieval EACL 2026 Calibrated? Not for Everyone: How Sexual Orientation and Religious Markers Distort LLM Accuracy and Confidence in Medical QA ACL 2026 Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment ACL 2026 CCD-Bench: Probing Cultural Conflict in Large Language Model Decision-Making AAAI 2026 How Reasoning Influences Intersectional Biases in Vision–Language Models (Student Abstract) AAAI 2026 Identifying Bias in Machine-generated Text Detection ACL 2026 InsideOut: Measuring and Mitigating Insider–Outsider Bias in Interview Script Generation ACL 2026 PinPoint: Evaluation of Composed Image Retrieval with Explicit Negatives, Multi-Image Queries, and Paraphrase Testing CVPR 2026 Quantifying Metric and Model Agreement in Bias Evaluation of Large Language Models ACL 2026 Silenced Biases: The Dark Side LLMs Learned to Refuse AAAI 2026 The Confidence Trap: Gender Bias and Predictive Certainty in LLMs AAAI 2026 When Bigger Isn’t Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation ACL 2026 Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches EMNLP 2025 AccessEval: Benchmarking Disability Bias in Large Language Models EMNLP 2025 A Comprehensive Framework to Operationalize Social Stereotypes for Responsible AI Evaluations EMNLP 2025 Adapting Bias Evaluation to Domain Contexts using Generative Models EMNLP 2025 Africa Health Check: Probing Cultural Bias in Medical LLMs EMNLP 2025 A Group Fairness Lens for Large Language Models EMNLP 2025 An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4 ACL 2025 ASR-FAIRBENCH: Measuring and Benchmarking Equity Across Speech Recognition Systems Interspeech 2025 Assessing Reliability and Political Bias In LLMs’ Judgements of Formal and Material Inferences With Partisan Conclusions ACL 2025 BanStereoSet: A Dataset to Measure Stereotypical Social Biases in LLMs for Bangla ACL 2025