Fairness

Both Text and Images Leaked! A Systematic Analysis of Data Contamination in Multimodal LLM EMNLP 2025 Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models IJCNLP 2025 Break the Checkbox: Challenging Closed-Style Evaluations of Cultural Alignment in LLMs EMNLP 2025 Bridging Jensen Gap for Max-Min Group Fairness Optimization in Recommendation ICLR 2025 Bridging the Data Provenance Gap Across Text, Speech, and Video ICLR 2025 Bridging the Gap: Inclusive Artificial Intelligence for Patient-Oriented Language Processing in Conversational Agents in Healthcare NAACL 2025 Bridging the LLM Accessibility Divide? Performance, Fairness, and Cost of Closed versus Open LLMs for Automated Essay Scoring ACL 2025 Brown Like Chocolate: How Vision-Language Models Associate Skin Tone with Food Colors EMNLP 2025 BTC-SAM: Leveraging LLMs for Generation of Bias Test Cases for Sentiment Analysis Models EMNLP 2025 Building Trust in Clinical LLMs: Bias Analysis and Dataset Transparency EMNLP 2025 BullyBench: Youth & Experts-in-the-loop Framework for Intrinsic and Extrinsic Cyberbullying NLP Benchmarking EMNLP 2025 CABIN: Debiasing Vision-Language Models Using Backdoor Adjustments IJCAI 2025 CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges ACL 2025 Calibrated Inference: Statistical Inference that Accounts for Both Sampling Uncertainty and Distributional Uncertainty JMLR 2025 Calibration as a Proxy for Fairness and Efficiency in a Perspectivist Ensemble Approach to Irony Detection EMNLP 2025 Call for Rigor in Reporting Quality of Instruction Tuning Data ACL 2025 Can Diffusion Models Generalize? Privacy and Fairness Trade-offs for Medical Data Sharing. MIDL 2025 Can LLMs Express Personality Across Cultures? Introducing CulturalPersonas for Evaluating Trait Alignment EMNLP 2025 Can Private Machine Learning Be Fair? AAAI 2025 CAP: Evaluation of Persuasive and Creative Image Generation ICCV 2025 Causal Explanation of Quality of Parent-Child Interactions with Multimodal Behavioral Features (Student Abstract) AAAI 2025 Causality-Inspired Disentanglement for Fair Graph Neural Networks IJCAI 2025 Causally Consistent Normalizing Flow AAAI 2025 Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias NAACL 2025 CEB: Compositional Evaluation Benchmark for Fairness in Large Language Models ICLR 2025