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Fairness

1139 directly classified papers

Papers per year

Papers

AesBiasBench: Evaluating Bias and Alignment in Multimodal Language Models for Personalized Image Aesthetic Assessment EMNLP 2025

Toxicity Red-Teaming: Benchmarking LLM Safety in Singapore’s Low-Resource Languages EMNLP 2025

Mind the Inclusivity Gap: Multilingual Gender-Neutral Translation Evaluation with mGeNTE EMNLP 2025

The discordance between embedded ethics and cultural inference in large language models EMNLP 2025

Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey NAACL 2025

Tell Me What You Know About Sexism: Expert-LLM Interaction Strategies and Co-Created Definitions for Zero-Shot Sexism Detection NAACL 2025

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

PakBBQ: A Culturally Adapted Bias Benchmark for QA EMNLP 2025

Evaluating Behavioral Alignment in Conflict Dialogue: A Multi-Dimensional Comparison of LLM Agents and Humans EMNLP 2025

Fair or Framed? Political Bias in News Articles Generated by LLMs EMNLP 2025

Incorporating Diverse Perspectives in Cultural Alignment: Survey of Evaluation Benchmarks Through A Three-Dimensional Framework EMNLP 2025

BANMIME : Misogyny Detection with Metaphor Explanation on Bangla Memes EMNLP 2025

AI Sees Your Location—But With A Bias Toward The Wealthy World EMNLP 2025

From Surveys to Narratives: Rethinking Cultural Value Adaptation in LLMs EMNLP 2025

Iterative Prompt Refinement for Safer Text-to-Image Generation EMNLP 2025

Evaluating and Aligning Human Economic Risk Preferences in LLMs EMNLP 2025

STEER-BENCH: A Benchmark for Evaluating the Steerability of Large Language Models EMNLP 2025

Artificial Impressions: Evaluating Large Language Model Behavior Through the Lens of Trait Impressions EMNLP 2025

Languages Still Left Behind: Toward a Better Multilingual Machine Translation Benchmark EMNLP 2025

Learning Subjective Label Distributions via Sociocultural Descriptors EMNLP 2025

Reading Between the Prompts: How Stereotypes Shape LLM’s Implicit Personalization EMNLP 2025

‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025

Discrepancy Detection at the Data Level: Toward Consistent Multilingual Question Answering EMNLP 2025

Debiasing Multilingual LLMs in Cross-lingual Latent Space EMNLP 2025

Evaluating and Mitigating Linguistic Discrimination in Large Language Models: Perspectives on Safety Equity and Knowledge Equity IJCAI 2025