conftrace_

mechanistic interpretability

133 papers

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MI

Co-occurring keywords

large language model (13587) language model (4599) sparse autoencoder (112) attention head (146) neural network (6616) circuit analysis (17) in-context learning (1405) circuit discovery (14) attention mechanism (4001) activation patching (23)

Papers

Separating Tongue from Thought: Activation Patching Reveals Language-Agnostic Concept Representations in Transformers ACL 2025
Anchored Answers: Unravelling Positional Bias in GPT-2’s Multiple-Choice Questions ACL 2025
Understanding How Value Neurons Shape the Generation of Specified Values in LLMs EMNLP 2025
Interpreting Language Models Through Concept Descriptions: A Survey EMNLP 2025
On the Representations of Entities in Auto-regressive Large Language Models EMNLP 2025
Fine-Grained Manipulation of Arithmetic Neurons EMNLP 2025
BlackboxNLP-2025 MIB Shared Task: IPE: Isolating Path Effects for Improving Latent Circuit Identification EMNLP 2025
Findings of the BlackboxNLP 2025 Shared Task: Localizing Circuits and Causal Variables in Language Models EMNLP 2025
TinySQL: A Progressive Text-to-SQL Dataset for Mechanistic Interpretability Research EMNLP 2025
Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare EMNLP 2025
Mechanistic Fine-tuning for In-context Learning EMNLP 2025
Sparse Activation Editing for Reliable Instruction Following in Narratives EMNLP 2025
How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis EMNLP 2025
Mechanistic Understanding and Mitigation of Language Confusion in English-Centric Large Language Models EMNLP 2025
SCIURus: Shared Circuits for Interpretable Uncertainty Representations in Language Models NAACL 2025
Interpret and Improve In-Context Learning via the Lens of Input-Label Mappings ACL 2025
Lost in Multilinguality: Dissecting Cross-lingual Factual Inconsistency in Transformer Language Models ACL 2025
Circuit Stability Characterizes Language Model Generalization ACL 2025
Performance Gap in Entity Knowledge Extraction Across Modalities in Vision Language Models ACL 2025
Circuit Compositions: Exploring Modular Structures in Transformer-Based Language Models ACL 2025
Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey ACL 2025
FADE: Why Bad Descriptions Happen to Good Features ACL 2025
Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs ACL 2025
Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs ACL 2025
Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025