mechanistic interpretability

How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis EMNLP 2025 HyperDAS: Towards Automating Mechanistic Interpretability with Hypernetworks ICLR 2025 Inferring Functionality of Attention Heads from their Parameters ACL 2025 Interpret and Improve In-Context Learning via the Lens of Input-Label Mappings ACL 2025 Interpreting Language Models Through Concept Descriptions: A Survey EMNLP 2025 Investigating Neurons and Heads in Transformer-based LLMs for Typographical Errors EMNLP 2025 Language Models Encode the Value of Numbers Linearly COLING 2025 LinguaLens: Towards Interpreting Linguistic Mechanisms of Large Language Models via Sparse Auto-Encoder EMNLP 2025 Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs ACL 2025 Locate-then-edit for Multi-hop Factual Recall under Knowledge Editing ICML 2025 Lost in Multilinguality: Dissecting Cross-lingual Factual Inconsistency in Transformer Language Models ACL 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 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 Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning NAACL 2025 MIB: A Mechanistic Interpretability Benchmark ICML 2025 On the Representations of Entities in Auto-regressive Large Language Models EMNLP 2025 Pathway to Relevance: How Cross-Encoders Implement a Semantic Variant of BM25 EMNLP 2025 Performance Gap in Entity Knowledge Extraction Across Modalities in Vision Language Models ACL 2025 Position-aware Automatic Circuit Discovery ACL 2025 Racing Thoughts: Explaining Contextualization Errors in Large Language Models NAACL 2025 Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025