Fairness

Dissecting and Mitigating Diffusion Bias via Mechanistic Interpretability CVPR 2025 DIWALI - Diversity and Inclusivity aWare cuLture specific Items for India: Dataset and Assessment of LLMs for Cultural Text Adaptation in Indian Context EMNLP 2025 Do Prevalent Bias Metrics Capture Allocational Harms from LLMs? NAACL 2025 Echoes of Discord: Forecasting Hater Reactions to Counterspeech NAACL 2025 Efficient Counterexample-Guided Fairness Verification and Repair of Neural Networks Using Satisfiability Modulo Convex Programming IJCAI 2025 ELAB: Extensive LLM Alignment Benchmark in Persian Language ACL 2025 EMNLP: Educator-role Moral and Normative Large Language Models Profiling EMNLP 2025 EnDive: A Cross-Dialect Benchmark for Fairness and Performance in Large Language Models EMNLP 2025 Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection IJCNLP 2025 Equal Merit Does Not Imply Equality: Discrimination at Equilibrium in a Hiring Market with Symmetric Agents AAAI 2025 EtiCor++: Towards Understanding Etiquettical Bias in LLMs ACL 2025 EuroGEST: Investigating gender stereotypes in multilingual language models EMNLP 2025 Evaluating AI for Finance: Is AI Credible at Assessing Investment Risk Appetite? EMNLP 2025 Evaluating and Aligning Human Economic Risk Preferences in LLMs EMNLP 2025 Evaluating and Mitigating Linguistic Discrimination in Large Language Models: Perspectives on Safety Equity and Knowledge Equity IJCAI 2025 Evaluating Behavioral Alignment in Conflict Dialogue: A Multi-Dimensional Comparison of LLM Agents and Humans EMNLP 2025 Evaluating Dialect Robustness of Language Models via Conversation Understanding COLING 2025 Evaluating Human Perception and Bias in AI-Generated Humor COLING 2025 Evaluating Implicit Bias in Large Language Models by Attacking From a Psychometric Perspective ACL 2025 Evaluating Large Language Models for Detecting Antisemitism EMNLP 2025 Evaluating Shortcut Utilization in Deep Learning Disease Classification through Counterfactual Analysis MIDL 2025 Evaluating Speech Enhancement Performance Across Demographics and Language Interspeech 2025 Every Opinion Matters: Evaluating and Building Models with Pluralistic Views AAAI 2025 Examining the Cultural Encoding of Gender Bias in LLMs for Low-Resourced African Languages ACL 2025 Exploring and Mitigating Implicit Bias in Large Language Models: A Cross-Domain Evaluation Framework AAAI 2025