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Fairness

1139 directly classified papers

Papers per year

Papers

Decoding Fatphobia: Examining Anti-Fat and Pro-Thin Bias in AI-Generated Images NAACL 2025

A Diagnostic Framework for Auditing Reference-Free Vision-Language Metrics IJCNLP 2025

Human and LLM-Based Resume Matching: An Observational Study NAACL 2025

Mitigating Bias in Machine Learning: A Comprehensive Review and Novel Approaches AAAI 2025

Privacy, Utility and Fairness: Navigating Trade-offs in Differentially Private Machine Learning AAAI 2025

All You Need Is S P A C E: When Jailbreaking Meets Bias Audit and Reveals What Lies Beneath the Guardrails (Student Abstract) AAAI 2025

Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025

Value Portrait: Assessing Language Models’ Values through Psychometrically and Ecologically Valid Items ACL 2025

Which Demographics do LLMs Default to During Annotation? ACL 2025

AUTALIC: A Dataset for Anti-AUTistic Ableist Language In Context ACL 2025

The Invisible Hand: Unveiling Provider Bias in Large Language Models for Code Generation ACL 2025

Aligned but Blind: Alignment Increases Implicit Bias by Reducing Awareness of Race ACL 2025

Mind the Gesture: Evaluating AI Sensitivity to Culturally Offensive Non-Verbal Gestures ACL 2025

Watching the Watchers: Exposing Gender Disparities in Machine Translation Quality Estimation ACL 2025

Who Writes What: Unveiling the Impact of Author Roles on AI-generated Text Detection ACL 2025

PRISM: A Framework for Producing Interpretable Political Bias Embeddings with Political-Aware Cross-Encoder ACL 2025

LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation ACL 2025

Only a Little to the Left: A Theory-grounded Measure of Political Bias in Large Language Models ACL 2025

LOTUS: A Leaderboard for Detailed Image Captioning from Quality to Societal Bias and User Preferences ACL 2025

STATE ToxiCN: A Benchmark for Span-level Target-Aware Toxicity Extraction in Chinese Hate Speech Detection ACL 2025

MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models ACL 2025

Blinded by Context: Unveiling the Halo Effect of MLLM in AI Hiring ACL 2025

Large Language Models Still Exhibit Bias in Long Text ACL 2025

7 Points to Tsinghua but 10 Points to ? Assessing Large Language Models in Agentic Multilingual National Bias ACL 2025

KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models EMNLP 2025