Interpretability

Main Predicate and Their Arguments as Explanation Signals For Intent Classification NAACL 2025 Making Transparency Advocates: An Educational Approach Towards Better Algorithmic Transparency in Practice AAAI 2025 Mamba Knockout for Unraveling Factual Information Flow ACL 2025 Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models AAAI 2025 Mapping the Minds of LLMs: A Graph-Based Analysis of Reasoning LLMs EMNLP 2025 MARS-Bench: A Multi-turn Athletic Real-world Scenario Benchmark for Dialogue Evaluation EMNLP 2025 Masculine Defaults via Gendered Discourse in Podcasts and Large Language Models ACL 2025 Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding ICML 2025 MatchXplain: Analyzing Preferences, Explaining Outcomes, and Simplifying Decisions IJCAI 2025 MathMistake Checker: A Comprehensive Demonstration for Step-by-Step Math Problem Mistake Finding by Prompt-Guided LLMs AAAI 2025 Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025 Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps EMNLP 2025 Measuring Cross-Modal Interactions in Multimodal Models AAAI 2025 Measuring Error Alignment for Decision-Making Systems AAAI 2025 Measuring Variable Importance in Heterogeneous Treatment Effects with Confidence ICML 2025 Measuring Visual Understanding in Telecom domain: Performance Metrics for Image-to-UML conversion using VLMs AACL 2025 Mechanism and Emergence of Stacked Attention Heads in Multi-Layer Transformers ICLR 2025 Mechanisms vs. Outcomes: Probing for Syntax Fails to Explain Performance on Targeted Syntactic Evaluations EMNLP 2025 Mechanistic Fine-tuning for In-context Learning EMNLP 2025 Mechanistic Interpretability for Steering Vision-Language-Action Models CoRL 2025 Mechanistic Interpretability of Emotion Inference in Large Language Models ACL 2025 Mechanistic PDE Networks for Discovery of Governing Equations ICML 2025 Mechanistic Permutability: Match Features Across Layers ICLR 2025 Mechanistic Understanding and Mitigation of Language Confusion in English-Centric Large Language Models EMNLP 2025 Mechanistic Unlearning: Robust Knowledge Unlearning and Editing via Mechanistic Localization ICML 2025