Interpretability

Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning NAACL 2025 Med-CoDE: Medical Critique based Disagreement Evaluation Framework NAACL 2025 MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis ACL 2025 MedEx: Enhancing Medical Question-Answering with First-Order Logic based Reasoning and Knowledge Injection COLING 2025 MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models EMNLP 2025 MedThink: A Rationale-Guided Framework for Explaining Medical Visual Question Answering NAACL 2025 MemeIntel: Explainable Detection of Propagandistic and Hateful Memes EMNLP 2025 MemeQA: Holistic Evaluation for Meme Understanding ACL 2025 Memorization: A Close Look at Books ACL 2025 Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? EMNLP 2025 Memory or Reasoning? Explore How LLMs Compute Mixed Arithmetic Expressions ACL 2025 MentalGLM Series: Explainable Large Language Models for Mental Health Analysis on Chinese Social Media EMNLP 2025 MetaMetrics: Calibrating Metrics for Generation Tasks Using Human Preferences ICLR 2025 MetricX-25 and GemSpanEval: Google Translate Submissions to the WMT25 Evaluation Shared Task EMNLP 2025 MIB: A Mechanistic Interpretability Benchmark ICML 2025 MICE for CATs: Model-Internal Confidence Estimation for Calibrating Agents with Tools NAACL 2025 MiCEval: Unveiling Multimodal Chain of Thought’s Quality via Image Description and Reasoning Steps NAACL 2025 MindAligner: Explicit Brain Functional Alignment for Cross-Subject Visual Decoding from Limited fMRI Data ICML 2025 Mind the Blind Spots: A Focus-Level Evaluation Framework for LLM Reviews EMNLP 2025 Mind the Inclusivity Gap: Multilingual Gender-Neutral Translation Evaluation with mGeNTE EMNLP 2025 Mind the Uncertainty in Human Disagreement: Evaluating Discrepancies Between Model Predictions and Human Responses in VQA AAAI 2025 Mind Your Theory: Theory of Mind Goes Deeper Than Reasoning ACL 2025 Minerva: A Programmable Memory Test Benchmark for Language Models ICML 2025 MINERVA: Evaluating Complex Video Reasoning ICCV 2025 Minimal Change in Modal Logic S5 AAAI 2025