Fairness

Measuring Social Biases in Masked Language Models by Proxy of Prediction Quality ACL 2025 Measuring Sycophancy of Language Models in Multi-turn Dialogues EMNLP 2025 Measuring the Robustness of Reference-Free Dialogue Evaluation Systems COLING 2025 Media Source Matters More Than Content: Unveiling Political Bias in LLM-Generated Citations EMNLP 2025 MediConfusion: Can you trust your AI radiologist? Probing the reliability of multimodal medical foundation models ICLR 2025 Merging Mechanisms for Ads and Organic Items in E-commerce Platforms AAAI 2025 MetaMetrics: Calibrating Metrics for Generation Tasks Using Human Preferences ICLR 2025 Metric-Agnostic Continual Learning for Sustainable Group Fairness AAAI 2025 Mind the (Belief) Gap: Group Identity in the World of LLMs ACL 2025 Mind the Dialect: NLP Advancements Uncover Fairness Disparities for Arabic Users in Recommendation Systems EMNLP 2025 Mind the Gap: Gender-based Differences in Occupational Embeddings ACL 2025 Mind the Gesture: Evaluating AI Sensitivity to Culturally Offensive Non-Verbal Gestures ACL 2025 Mind the Value-Action Gap: Do LLMs Act in Alignment with Their Values? EMNLP 2025 Minimal, Local, and Robust: Embedding-Only Edits for Implicit Bias in T2I Models EMNLP 2025 Missing the Margins: A Systematic Literature Review on the Demographic Representativeness of LLMs ACL 2025 Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models EMNLP 2025 Mitigating Biases in Language Models via Bias Unlearning EMNLP 2025 Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented Calibration NAACL 2025 Mitigating Bias in Machine Learning: A Comprehensive Review and Novel Approaches AAAI 2025 Mitigating Bias in RAG: Controlling the Embedder ACL 2025 Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking ACL 2025 Mitigating Gender Bias in Job Ranking Systems Using Job Advertisement Neutrality ACL 2025 Mitigating Gender Bias via Fostering Exploratory Thinking in LLMs EMNLP 2025 Mitigating Interviewer Bias in Multimodal Depression Detection: An Approach with Adversarial Learning and Contextual Positional Encoding EMNLP 2025 Mitigating Shortcut Learning with InterpoLated Learning ACL 2025