Fairness

Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination EMNLP 2024 LJPCheck: Functional Tests for Legal Judgment Prediction ACL 2024 LLM generated responses to mitigate the impact of hate speech EMNLP 2024 LLMs for Generating and Evaluating Counterfactuals: A Comprehensive Study EMNLP 2024 Localization Is All You Evaluate: Data Leakage in Online Mapping Datasets and How to Fix It CVPR 2024 Localized Adaptive Risk Control NeurIPS 2024 Long-Term Fair Decision Making through Deep Generative Models AAAI 2024 MAFIA: Multi-Adapter Fused Inclusive Language Models EACL 2024 MAGNET: Improving the Multilingual Fairness of Language Models with Adaptive Gradient-Based Tokenization NeurIPS 2024 Masking Latent Gender Knowledge for Debiasing Image Captioning NAACL 2024 Mathematical Framework for Online Social Media Auditing JMLR 2024 MBIAS: Mitigating Bias in Large Language Models While Retaining Context ACL 2024 Measuring and Addressing Indexical Bias in Information Retrieval ACL 2024 Measuring Political Bias in Large Language Models: What Is Said and How It Is Said ACL 2024 MedSafetyBench: Evaluating and Improving the Medical Safety of Large Language Models NeurIPS 2024 METAL: Towards Multilingual Meta-Evaluation NAACL 2024 Metrics for What, Metrics for Whom: Assessing Actionability of Bias Evaluation Metrics in NLP EMNLP 2024 Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making NeurIPS 2024 Mind the Graph When Balancing Data for Fairness or Robustness NeurIPS 2024 Mining, Assessing, and Improving Arguments in NLP and the Social Sciences COLING 2024 MisgenderMender: A Community-Informed Approach to Interventions for Misgendering NAACL 2024 Mitigate Extrinsic Social Bias in Pre-trained Language Models via Continuous Prompts Adjustment EMNLP 2024 Mitigating Backdoor Attack by Injecting Proactive Defensive Backdoor NeurIPS 2024 Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination ACL 2024 Mitigating Biases in Blackbox Feature Extractors for Image Classification Tasks NeurIPS 2024