Fairness

SHADES: Towards a Multilingual Assessment of Stereotypes in Large Language Models NAACL 2025 ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models IJCAI 2025 Silencing Empowerment, Allowing Bigotry: Auditing the Moderation of Hate Speech on Twitch ACL 2025 Small Changes, Large Consequences: Analyzing the Allocational Fairness of LLMs in Hiring Contexts IJCNLP 2025 Social Bias Benchmark for Generation: A Comparison of Generation and QA-Based Evaluations ACL 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 Social Debiasing for Fair Multi-modal LLMs ICCV 2025 Social Good or Scientific Curiosity? Uncovering the Research Framing Behind NLP Artefacts EMNLP 2025 Social Hatred: Efficient Multimodal Detection of Hatemongers ACL 2025 SocioBench: Modeling Human Behavior in Sociological Surveys with Large Language Models EMNLP 2025 Sociodemographic Prompting is Not Yet an Effective Approach for Simulating Subjective Judgments with LLMs NAACL 2025 Some Myths About Bias: A Queer Studies Reading Of Gender Bias In NLP ACL 2025 Sports and Women’s Sports: Gender Bias in Text Generation with Olympic Data NAACL 2025 Spot the BlindSpots: Systematic Identification and Quantification of Fine-Grained LLM Biases in Contact Center Call Summarization EMNLP 2025 Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models ACL 2025 STATE ToxiCN: A Benchmark for Span-level Target-Aware Toxicity Extraction in Chinese Hate Speech Detection ACL 2025 StereoDetect: Detecting Stereotypes and Anti-stereotypes the Correct Way Using Social Psychological Underpinnings EMNLP 2025 Stereotype or Personalization? User Identity Biases Chatbot Recommendations ACL 2025 Stop Diverse OOD Attacks: Knowledge Ensemble for Reliable Defense AAAI 2025 Strengths and Limitations of Word-Based Task Explainability in Vision Language Models: a Case Study on Biological Sex Biases in the Medical Domain ACL 2025 Structured Human Assessment of Text-to-Image Generative Models WACV 2025 Style Over Substance: Evaluation Biases for Large Language Models COLING 2025