Ayan Antik Khan

Can Language Model Agents be Helpful Circuit Explainers in Mechanistic Interpretability?

This work proposes HyVE (Hypothesize, Validate, Explain), an agentic explainer that analyzes each component through an iterative loop of observation, hypothesis generation, and causal validation, eventually producing a component-level explanation and a circuit-level task description.