Artificial Intelligence › Core AI ›

Fairness

1139 directly classified papers

Papers per year

Papers

GAMBIT+: A Challenge Set for Evaluating Gender Bias in Machine Translation Quality Estimation Metrics EMNLP 2025

GG-BBQ: German Gender Bias Benchmark for Question Answering ACL 2025

Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-Judge IJCNLP 2025

Every Opinion Matters: Evaluating and Building Models with Pluralistic Views AAAI 2025

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

Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models IJCNLP 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

Large Language Models Still Exhibit Bias in Long Text ACL 2025

Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection IJCNLP 2025

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

Judging It, Washing It: Scoring and Greenwashing Corporate Climate Disclosures using Large Language Models ACL 2025

Gender Representation Bias Analysis in LLM-Generated Czech and Slovenian Texts ACL 2025

Social Bias in Popular Question-Answering Benchmarks IJCNLP 2025

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

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

JBBQ: Japanese Bias Benchmark for Analyzing Social Biases in Large Language Models ACL 2025

FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025

LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis IJCNLP 2025

VLind-Bench: Measuring Language Priors in Large Vision-Language Models NAACL 2025

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

Music for All: Representational Bias and Cross-Cultural Adaptability of Music Generation Models NAACL 2025

PMPO: A Self-Optimizing Framework for Creating High-Fidelity Measurement Tools for Social Bias in Large Language Models IJCNLP 2025

Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025

Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models ACL 2025