Fairness

Translate With Care: Addressing Gender Bias, Neutrality, and Reasoning in Large Language Model Translations ACL 2025 TRUSTEVAL: A Dynamic Evaluation Toolkit on Trustworthiness of Generative Foundation Models NAACL 2025 Trust or Escalate: LLM Judges with Provable Guarantees for Human Agreement ICLR 2025 Trustworthy AI Meets Educational Assessment: Challenges and Opportunities AAAI 2025 Trustworthy Medical Question Answering: An Evaluation-Centric Survey EMNLP 2025 Unbiased Video Scene Graph Generation via Visual and Semantic Dual Debiasing CVPR 2025 Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks CVPR 2025 Uncertainty-aware Predict-Then-Optimize Framework for Equitable Post-Disaster Power Restoration IJCAI 2025 Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals NAACL 2025 Uncovering Cultural Representation Disparities in Vision-Language Models IJCNLP 2025 Understanding and Meeting Practitioner Needs When Measuring Representational Harms Caused by LLM-Based Systems ACL 2025 Understanding Annotator Perception: Modeling Psychological Inference from First- and Third-Person Annotations (Student Abstract) AAAI 2025 Understanding Common Ground Misalignment in Goal-Oriented Dialog: A Case-Study with Ubuntu Chat Logs ACL 2025 Understanding Large Language Model Vulnerabilities to Social Bias Attacks ACL 2025 Understanding Microtargeting Pattern on Social Media AAAI 2025 Unequal Scientific Recognition in the Age of LLMs EMNLP 2025 Unlocking the Potential of Model Calibration in Federated Learning ICLR 2025 Unmasking Implicit Bias: Evaluating Persona-Prompted LLM Responses in Power-Disparate Social Scenarios NAACL 2025 Unsupervised Concept Vector Extraction for Bias Control in LLMs EMNLP 2025 Unveiling Performance Challenges of Large Language Models in Low-Resource Healthcare: A Demographic Fairness Perspective COLING 2025 Uplifting Lower-Income Data: Strategies for Socioeconomic Perspective Shifts in Large Multi-modal Models NAACL 2025 Value Portrait: Assessing Language Models’ Values through Psychometrically and Ecologically Valid Items ACL 2025 Veracity Bias and Beyond: Uncovering LLMs’ Hidden Beliefs in Problem-Solving Reasoning ACL 2025 Verifying Proportionality in Temporal Voting AAAI 2025 VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models EMNLP 2025