Fairness

MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs ICLR 2025 MM-R3: On (In-)Consistency of Vision-Language Models (VLMs) ACL 2025 Moral Compass: A Data-Driven Benchmark for Ethical Cognition in AI IJCAI 2025 More RLHF, More Trust? On The Impact of Preference Alignment On Trustworthiness ICLR 2025 MPTA: MultiTask Personalization Assessment EMNLP 2025 Multi-Group Proportional Representations for Text-to-Image Models CVPR 2025 Multilingual NLP for African Healthcare: Bias, Translation, and Explainability Challenges ACL 2025 Multilingual Text-to-Image Generation Magnifies Gender Stereotypes ACL 2025 MuPe Life Stories Dataset: Spontaneous Speech in Brazilian Portuguese with a Case Study Evaluation on ASR Bias against Speakers Groups and Topic Modeling COLING 2025 Music for All: Representational Bias and Cross-Cultural Adaptability of Music Generation Models NAACL 2025 MVReward: Better Aligning and Evaluating Multi-View Diffusion Models with Human Preferences AAAI 2025 My LLM might Mimic AAE - But When Should It? NAACL 2025 Name of Thrones: How Do LLMs Rank Student Names in Status Hierarchies Based on Race and Gender? ACL 2025 Navigating Dialectal Bias and Ethical Complexities in Levantine Arabic Hate Speech Detection COLING 2025 Navigating the Cultural Kaleidoscope: A Hitchhiker’s Guide to Sensitivity in Large Language Models NAACL 2025 Navigating Towards Fairness with Data Selection AAAI 2025 NeuBM: Mitigating Model Bias in Graph Neural Networks Through Neutral Input Calibration IJCAI 2025 Neutral Is Not Unbiased: Evaluating Implicit and Intersectional Identity Bias in LLMs Through Structured Narrative Scenarios EMNLP 2025 NLP Needs Diversity outside of ‘Diversity’ EMNLP 2025 No for Some, Yes for Others: Persona Prompts and Other Sources of False Refusal in Language Models EMNLP 2025 No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users EMNLP 2025 No Location Left Behind: Measuring and Improving the Fairness of Implicit Representations for Earth Data ICLR 2025 NOMATTERXAI: Generating “No Matter What” Alterfactual Examples for Explaining Black-Box Text Classification Models AAAI 2025 No Preference Left Behind: Group Distributional Preference Optimization ICLR 2025 Not All Voices Are Rewarded Equally: Probing and Repairing Reward Models across Human Diversity EMNLP 2025