Fairness

Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-Judge IJCNLP 2025 Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges ACL 2025 Judging with Many Minds: Do More Perspectives Mean Less Prejudice? On Bias Amplification and Resistance in Multi-Agent Based LLM-as-Judge EMNLP 2025 Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge ICLR 2025 KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models EMNLP 2025 Korean Stereotype Content Model: Translating Stereotypes Across Cultures NAACL 2025 Languages Still Left Behind: Toward a Better Multilingual Machine Translation Benchmark EMNLP 2025 Large Language Models as Detectors or Instigators of Hate Speech in Low-resource Ethiopian Languages EMNLP 2025 Large Language Models Discriminate Against Speakers of German Dialects EMNLP 2025 Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey NAACL 2025 Large Language Models Still Exhibit Bias in Long Text ACL 2025 Learning Subjective Label Distributions via Sociocultural Descriptors EMNLP 2025 Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples CVPR 2025 Leveraging Large Language Models in Detecting Anti-LGBTQIA+ User-generated Texts NAACL 2025 LionGuard: A Contextualized Moderation Classifier to Tackle Localized Unsafe Content COLING 2025 LLM Alignment for the Arabs: A Homogenous Culture or Diverse Ones NAACL 2025 LLM Bias Detection and Mitigation through the Lens of Desired Distributions EMNLP 2025 LLM-C3MOD: A Human-LLM Collaborative System for Cross-Cultural Hate Speech Moderation NAACL 2025 LLMs are Biased Evaluators But Not Biased for Fact-Centric Retrieval Augmented Generation ACL 2025 LLMs are Biased Teachers: Evaluating LLM Bias in Personalized Education NAACL 2025 LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis IJCNLP 2025 LLMs Reproduce Stereotypes of Sexual and Gender Minorities EMNLP 2025 LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation ACL 2025 Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to Tail AAAI 2025 LOTUS: A Leaderboard for Detailed Image Captioning from Quality to Societal Bias and User Preferences ACL 2025