Fairness

LLMs are Biased Teachers: Evaluating LLM Bias in Personalized Education NAACL 2025 LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs 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 LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs ICCV 2025 Local Causal Discovery for Structural Evidence of Direct Discrimination AAAI 2025 Logarithmic Approximations for Fair k-Set Selection IJCAI 2025 LoGoFair: Post-Processing for Local and Global Fairness in Federated Learning AAAI 2025 Looking in the Mirror: A Faithful Counterfactual Explanation Method for Interpreting Deep Image Classification Models ICCV 2025 Lost in Translation: Benchmarking Commercial Machine Translation Models for Dyslexic-Style Text ACL 2025 LOTUS: A Leaderboard for Detailed Image Captioning from Quality to Societal Bias and User Preferences ACL 2025 MABR: Multilayer Adversarial Bias Removal Without Prior Bias Knowledge AAAI 2025 Maintaining Fairness in Logit-based Knowledge Distillation for Class-Incremental Learning AAAI 2025 Mapping Toxic Comments Across Demographics: A Dataset from German Public Broadcasting EMNLP 2025 MarathiEmoExplain: A Dataset for Sentiment, Emotion, and Explanation in Low-Resource Marathi EMNLP 2025 Masculine Defaults via Gendered Discourse in Podcasts and Large Language Models ACL 2025 MathTutorBench: A Benchmark for Measuring Open-ended Pedagogical Capabilities of LLM Tutors EMNLP 2025 MAVias: Mitigate any Visual Bias ICCV 2025 McBE: A Multi-task Chinese Bias Evaluation Benchmark for Large Language Models ACL 2025 MCIP: Protecting MCP Safety via Model Contextual Integrity Protocol EMNLP 2025 Measuring and Mitigating Media Outlet Name Bias in Large Language Models EMNLP 2025 Measuring Bias or Measuring the Task: Understanding the Brittle Nature of LLM Gender Biases EMNLP 2025 Measuring Gender Bias in Language Models in Farsi ACL 2025 Measuring Risk of Bias in Biomedical Reports: The RoBBR Benchmark EMNLP 2025