Fairness

The Pluralistic Moral Gap: Understanding Moral Judgment and Value Differences between Humans and Large Language Models EACL 2026 The Silent Amplifier: In-Context Examples Fuel Bias in Large Language Models AAAI 2026 Three Types of Calibration using Properties and their Semantic and Formal Relationships JMLR 2026 Towards an Ontology-Driven Approach to Document Bias (Abstract Reprint) AAAI 2026 Towards Fairness in Transportation Gig Markets: Identifying, Imitating, and Mitigating Algorithm Discrimination via Deep Reinforcement Learning AAAI 2026 TTA-Bench: A Comprehensive Benchmark for Evaluating Text-to-Audio Models AAAI 2026 Uncovering Bias Paths with LLM-guided Causal Discovery: An Active Learning and Dynamic Scoring Approach AAAI 2026 Understanding Human-Like Biases in VLMs via Subjective Face Analytics WACV 2026 VCGD: Visual Clue Guided Decoding with Caption Model for Mitigating Hallucination in Multimodal Large Language Models AAAI 2026 Voting in Divisible Settings: A Survey AAAI 2026 What Are They Filtering Out? An Experimental Benchmark of Filtering Strategies for Harm Reduction in Pretraining Datasets AAAI 2026 When Equal Isn’t Fair: Mitigating Over-Normalization in Large Language Models (Student Abstract) AAAI 2026 “Yuki Gets Sushi, David Gets Steak?”: Uncovering Gender and Racial Biases in LLM-Based Meal Recommendations EACL 2026 7 Points to Tsinghua but 10 Points to ? Assessing Large Language Models in Agentic Multilingual National Bias ACL 2025 A Bias-Free Training Paradigm for More General AI-generated Image Detection CVPR 2025 Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches EMNLP 2025 AccessEval: Benchmarking Disability Bias in Large Language Models EMNLP 2025 A Comprehensive Framework to Operationalize Social Stereotypes for Responsible AI Evaluations EMNLP 2025 A Comprehensive Taxonomy of Bias Mitigation Methods for Hate Speech Detection ACL 2025 Active Fourier Auditor for Estimating Distributional Properties of ML Models AAAI 2025 Adapting Bias Evaluation to Domain Contexts using Generative Models EMNLP 2025 Adapting Psycholinguistic Research for LLMs: Gender-inclusive Language in a Coreference Context ACL 2025 Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection NAACL 2025 Addressing Blind Guessing: Calibration of Selection Bias in Multiple-Choice Question Answering by Video Language Models ACL 2025 A Diachronic Analysis of Human and Model Predictions on Audience Gender in How-to Guides ACL 2025