fairness evaluation

BasqBBQ: A QA Benchmark for Assessing Social Biases in LLMs for Basque, a Low-Resource Language COLING 2025 Bias A-head? Analyzing Bias in Transformer-Based Language Model Attention Heads NAACL 2025 Blinded by Context: Unveiling the Halo Effect of MLLM in AI Hiring ACL 2025 DECASTE: Unveiling Caste Stereotypes in Large Language Models Through Multi-Dimensional Bias Analysis IJCAI 2025 Diffusion Models Through a Global Lens: Are They Culturally Inclusive? ACL 2025 Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems COLING 2025 ELAB: Extensive LLM Alignment Benchmark in Persian Language ACL 2025 EuroGEST: Investigating gender stereotypes in multilingual language models EMNLP 2025 Evaluating Fairness in Large Vision-Language Models Across Diverse Demographic Attributes and Prompts EMNLP 2025 Evaluating Implicit Bias in Large Language Models by Attacking From a Psychometric Perspective ACL 2025 F²Bench: An Open-ended Fairness Evaluation Benchmark for LLMs with Factuality Considerations EMNLP 2025 FairI Tales: Evaluation of Fairness in Indian Contexts with a Focus on Bias and Stereotypes ACL 2025 Fair or Framed? Political Bias in News Articles Generated by LLMs EMNLP 2025 FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in Finance Domain EMNLP 2025 FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025 Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models ACL 2025 Gender Representation Bias Analysis in LLM-Generated Czech and Slovenian Texts ACL 2025 GG-BBQ: German Gender Bias Benchmark for Question Answering ACL 2025 HESEIA: A community-based dataset for evaluating social biases in large language models, co-designed in real school settings in Latin America EMNLP 2025 Insights from a Disaggregated Analysis of Kinds of Biases in a Multicultural Dataset EMNLP 2025 Multilingual Text-to-Image Generation Magnifies Gender Stereotypes ACL 2025 Neutral Is Not Unbiased: Evaluating Implicit and Intersectional Identity Bias in LLMs Through Structured Narrative Scenarios EMNLP 2025 No Location Left Behind: Measuring and Improving the Fairness of Implicit Representations for Earth Data ICLR 2025 Only a Little to the Left: A Theory-grounded Measure of Political Bias in Large Language Models ACL 2025 Rejected Dialects: Biases Against African American Language in Reward Models NAACL 2025