model fairness

Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models ACL 2026 On the Interplay between Human Label Variation and Model Fairness EACL 2026 Attention IoU: Examining Biases in CelebA using Attention Maps CVPR 2025 Bias A-head? Analyzing Bias in Transformer-Based Language Model Attention Heads NAACL 2025 Bridging the LLM Accessibility Divide? Performance, Fairness, and Cost of Closed versus Open LLMs for Automated Essay Scoring ACL 2025 Disentangling Biased Knowledge from Reasoning in Large Language Models via Machine Unlearning ACL 2025 Efficient Unsupervised Shortcut Learning Detection and Mitigation in Transformers ICCV 2025 Evaluating Implicit Bias in Large Language Models by Attacking From a Psychometric Perspective ACL 2025 FAIR-TAT: Improving Model Fairness using Targeted Adversarial Training WACV 2025 Inference-Time Selective Debiasing to Enhance Fairness in Text Classification Models NAACL 2025 Social Debiasing for Fair Multi-modal LLMs ICCV 2025 Who is in the Spotlight: The Hidden Bias Undermining Multimodal Retrieval-Augmented Generation EMNLP 2025 Achievable Fairness on Your Data With Utility Guarantees NeurIPS 2024 A Comprehensive Study of Gender Bias in Chemical Named Entity Recognition Models NAACL 2024 A Survey on Natural Language Counterfactual Generation EMNLP 2024 BadFair: Backdoored Fairness Attacks with Group-conditioned Triggers EMNLP 2024 Discover and Mitigate Multiple Biased Subgroups in Image Classifiers CVPR 2024 Giving Control Back to Models: Enabling Offensive Language Detection Models to Autonomously Identify and Mitigate Biases EMNLP 2024 Group Fairness in Multilingual Speech Recognition Models NAACL 2024 Improving Subgroup Robustness via Data Selection NeurIPS 2024 MBIAS: Mitigating Bias in Large Language Models While Retaining Context ACL 2024 On the Relationship between Truth and Political Bias in Language Models EMNLP 2024 Prediction without Preclusion: Recourse Verification with Reachable Sets ICLR 2024 Pre-Trained Language Models Represent Some Geographic Populations Better than Others COLING 2024 Studying and Mitigating Biases in Sign Language Understanding Models EMNLP 2024