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Fairness

1139 directly classified papers

Papers per year

Papers

Social Bias in Large Language Models For Bangla: An Empirical Study on Gender and Religious Bias COLING 2025
Towards Inclusive Arabic LLMs: A Culturally Aligned Benchmark in Arabic Large Language Model Evaluation COLING 2025
Evaluating Dialect Robustness of Language Models via Conversation Understanding COLING 2025
Navigating Dialectal Bias and Ethical Complexities in Levantine Arabic Hate Speech Detection COLING 2025
Dehumanization of LGBTQ+ Groups in Sexual Interactions with ChatGPT NAACL 2025
LLMs are Biased Teachers: Evaluating LLM Bias in Personalized Education NAACL 2025
Guardrails, not Guidance: Understanding Responses to LGBTQ+ Language in Large Language Models NAACL 2025
Do Prevalent Bias Metrics Capture Allocational Harms from LLMs? NAACL 2025
HEARTS: A Holistic Framework for Explainable, Sustainable and Robust Text Stereotype Detection IJCNLP 2025
Leveraging Large Language Models in Detecting Anti-LGBTQIA+ User-generated Texts NAACL 2025
From Anger to Joy: How Nationality Personas Shape Emotion Attribution in Large Language Models IJCNLP 2025
BiasEdit: Debiasing Stereotyped Language Models via Model Editing NAACL 2025
Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models IJCNLP 2025
Gender Bias in Instruction-Guided Speech Synthesis Models NAACL 2025
“Women do not have heart attacks!” Gender Biases in Automatically Generated Clinical Cases in French NAACL 2025
Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-Judge IJCNLP 2025
Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection IJCNLP 2025
Rejected Dialects: Biases Against African American Language in Reward Models NAACL 2025
Social Bias in Popular Question-Answering Benchmarks IJCNLP 2025
Aligning to What? Limits to RLHF Based Alignment NAACL 2025
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025
VLind-Bench: Measuring Language Priors in Large Vision-Language Models NAACL 2025
Music for All: Representational Bias and Cross-Cultural Adaptability of Music Generation Models NAACL 2025
Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025
Analysis of LLM as a grammatical feature tagger for African American English NAACL 2025