bias evaluation

Social Bias in Multilingual Language Models: A Survey EMNLP 2025 Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models ACL 2025 The Gaps between Fine Tuning and In-context Learning in Bias Evaluation and Debiasing COLING 2025 The Impossibility of Fair LLMs ACL 2025 Towards Region-aware Bias Evaluation Metrics NAACL 2025 Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals NAACL 2025 Unmasking Implicit Bias: Evaluating Persona-Prompted LLM Responses in Power-Disparate Social Scenarios NAACL 2025 Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025 What’s Not Said Still Hurts: A Description-Based Evaluation Framework for Measuring Social Bias in LLMs EMNLP 2025 WHEN TOM EATS KIMCHI: Evaluating Cultural Awareness of Multimodal Large Language Models in Cultural Mixture Contexts NAACL 2025 Where Should I Study? Biased Language Models Decide! Evaluating Fairness in LMs for Academic Recommendations IJCNLP 2025 Adaptable Moral Stances of Large Language Models on Sexist Content: Implications for Society and Gender Discourse EMNLP 2024 An Empirical Study on the Characteristics of Bias upon Context Length Variation for Bangla ACL 2024 As Biased as You Measure: Methodological Pitfalls of Bias Evaluations in Speaker Verification Research Interspeech 2024 Bias and Volatility: A Statistical Framework for Evaluating Large Language Model's Stereotypes and the Associated Generation Inconsistency NeurIPS 2024 ChatGPT Doesn’t Trust Chargers Fans: Guardrail Sensitivity in Context EMNLP 2024 Evaluating Biases in Context-Dependent Sexual and Reproductive Health Questions EMNLP 2024 Evaluating Gender Bias of LLMs in Making Morality Judgements EMNLP 2024 Evaluating Gender Bias of Pre-trained Language Models in Natural Language Inference by Considering All Labels COLING 2024 Evaluating Large Language Model Biases in Persona-Steered Generation ACL 2024 FairPair: A Robust Evaluation of Biases in Language Models through Paired Perturbations COLING 2024 From Representational Harms to Quality-of-Service Harms: A Case Study on Llama 2 Safety Safeguards ACL 2024 Gender Bias in Decision-Making with Large Language Models: A Study of Relationship Conflicts EMNLP 2024 “Global is Good, Local is Bad?”: Understanding Brand Bias in LLMs EMNLP 2024 GPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction ACL 2024