Fairness

Bias Unveiled: Investigating Social Bias in LLM-Generated Code AAAI 2025 Blinded by Context: Unveiling the Halo Effect of MLLM in AI Hiring ACL 2025 Blind Men and the Elephant: Diverse Perspectives on Gender Stereotypes in Benchmark Datasets EMNLP 2025 Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models IJCNLP 2025 Break the Checkbox: Challenging Closed-Style Evaluations of Cultural Alignment in LLMs EMNLP 2025 Bridging the Gap: Inclusive Artificial Intelligence for Patient-Oriented Language Processing in Conversational Agents in Healthcare NAACL 2025 Bridging the Knowledge Gap: Understanding User Expectations for Trustworthy LLM Standards AAAI 2025 Bridging the LLM Accessibility Divide? Performance, Fairness, and Cost of Closed versus Open LLMs for Automated Essay Scoring ACL 2025 Brown Like Chocolate: How Vision-Language Models Associate Skin Tone with Food Colors EMNLP 2025 BTC-SAM: Leveraging LLMs for Generation of Bias Test Cases for Sentiment Analysis Models EMNLP 2025 Building Trust in Clinical LLMs: Bias Analysis and Dataset Transparency EMNLP 2025 CABIN: Debiasing Vision-Language Models Using Backdoor Adjustments IJCAI 2025 Can Explicit Gender Information Improve Zero-Shot Machine Translation? ACL 2025 Can LLMs Express Personality Across Cultures? Introducing CulturalPersonas for Evaluating Trait Alignment EMNLP 2025 CARE: Multilingual Human Preference Learning for Cultural Awareness EMNLP 2025 Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias NAACL 2025 Choosing a Model, Shaping a Future: Comparing LLM Perspectives on Sustainability and its Relationship with AI EMNLP 2025 CiteEval: Principle-Driven Citation Evaluation for Source Attribution ACL 2025 CLAIM: An Intent-Driven Multi-Agent Framework for Analyzing Manipulation in Courtroom Dialogues ACL 2025 Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers CVPR 2025 CoBia: Constructed Conversations Can Trigger Otherwise Concealed Societal Biases in LLMs EMNLP 2025 Colombian Waitresses y Jueces canadienses: Gender and Country Biases in Occupation Recommendations from LLMs ACL 2025 Common Sense Bias Modeling for Classification Tasks AAAI 2025 Comparing Methods for Multi-Label Classification of Manipulation Techniques in Ukrainian Telegram Content ACL 2025 Conformity in Large Language Models ACL 2025