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Fairness

3337 directly classified papers

Papers per year

Papers

7 Points to Tsinghua but 10 Points to ? Assessing Large Language Models in Agentic Multilingual National Bias ACL 2025
PL-Guard: Benchmarking Language Model Safety for Polish ACL 2025
Multilingual NLP for African Healthcare: Bias, Translation, and Explainability Challenges ACL 2025
Quantifying Language Disparities in Multilingual Large Language Models EMNLP 2025
Open-Unfairness Adversarial Mitigation for Generalized Deepfake Detection ICCV 2025
Style Over Substance: Evaluation Biases for Large Language Models COLING 2025
Good Intentions Beyond ACL: Who Does NLP for Social Good, and Where? EMNLP 2025
Measuring Bias or Measuring the Task: Understanding the Brittle Nature of LLM Gender Biases EMNLP 2025
AesBiasBench: Evaluating Bias and Alignment in Multimodal Language Models for Personalized Image Aesthetic Assessment EMNLP 2025
Reward Model Perspectives: Whose Opinions Do Reward Models Reward? EMNLP 2025
BTC-SAM: Leveraging LLMs for Generation of Bias Test Cases for Sentiment Analysis Models EMNLP 2025
KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models EMNLP 2025
DyePack: Provably Flagging Test Set Contamination in LLMs Using Backdoors EMNLP 2025
PakBBQ: A Culturally Adapted Bias Benchmark for QA EMNLP 2025
Fair or Framed? Political Bias in News Articles Generated by LLMs EMNLP 2025
Bias Mitigation or Cultural Commonsense? Evaluating LLMs with a Japanese Dataset EMNLP 2025
VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models EMNLP 2025
Less Is More? Examining Fairness in Pruned Large Language Models for Summarising Opinions EMNLP 2025
AI Sees Your Location—But With A Bias Toward The Wealthy World EMNLP 2025
Evaluating and Aligning Human Economic Risk Preferences in LLMs EMNLP 2025
Mapping Toxic Comments Across Demographics: A Dataset from German Public Broadcasting EMNLP 2025
Who Holds the Pen? Caricature and Perspective in LLM Retellings of History EMNLP 2025
Benchmarking Debiasing Methods for LLM-based Parameter Estimates EMNLP 2025
‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025
Advancing Research on Equitable AI Education Through a Focus on Implementation: Insights from a Middle School Computer Vision Module Beta-Test AAAI 2025