Fairness

Robust Bias Detection in MLMs and its Application to Human Trait Ratings NAACL 2025 Robust Fair Clustering with Group Membership Uncertainty Sets AISTATS 2025 RusCode: Russian Cultural Code Benchmark for Text-to-Image Generation NAACL 2025 Scalable and Culturally Specific Stereotype Dataset Construction via Human-LLM Collaboration EMNLP 2025 Searching for Unfairness in Algorithms’ Outputs: Novel Tests and Insights AAAI 2025 Seeing Symbols, Missing Cultures: Probing Vision-Language Models’ Reasoning on Fire Imagery and Cultural Meaning EMNLP 2025 See It from My Perspective: How Language Affects Cultural Bias in Image Understanding ICLR 2025 SemanticCuetSync@DravidianLangTech 2025: Multimodal Fusion for Hate Speech Detection - A Transformer Based Approach with Cross-Modal Attention NAACL 2025 Simulating Identity, Propagating Bias: Abstraction and Stereotypes in LLM-Generated Text EMNLP 2025 Small Changes, Large Consequences: Analyzing the Allocational Fairness of LLMs in Hiring Contexts IJCNLP 2025 Social Bias Evaluation for Large Language Models Requires Prompt Variations EMNLP 2025 Social Bias in Large Language Models For Bangla: An Empirical Study on Gender and Religious Bias COLING 2025 Social Bias in Multilingual Language Models: A Survey EMNLP 2025 Social Bias in Popular Question-Answering Benchmarks IJCNLP 2025 SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Models CVPR 2025 Speech and Text Foundation Models for Depression Detection: Cross-Task and Cross-Language Evaluation Interspeech 2025 Spot the BlindSpots: Systematic Identification and Quantification of Fine-Grained LLM Biases in Contact Center Call Summarization EMNLP 2025 STATE ToxiCN: A Benchmark for Span-level Target-Aware Toxicity Extraction in Chinese Hate Speech Detection ACL 2025 STEER-BENCH: A Benchmark for Evaluating the Steerability of Large Language Models EMNLP 2025 Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models ACL 2025 T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation CVPR 2025 Tackling Social Bias against the Poor: a Dataset and a Taxonomy on Aporophobia NAACL 2025 Tag-First: Mitigating Distributional Bias in Synthetic User Profiles through Controlled Attribute Generation ACL 2025 Target Bias Is All You Need: Zero-Shot Debiasing of Vision-Language Models with Bias Corpus ICCV 2025 Taxonomizing Representational Harms using Speech Act Theory ACL 2025