A Single Direction of Truth: An Observer Model's Linear Residual Probe Exposes and Steers Contextual Hallucinations. - Charles O'Neill; Slava Chalnev; Chi Chi Zhao; Max Kirkby; Mudith Jayasekara (CoRR, 2025)

Resurrecting the Salmon: Rethinking Mechanistic Interpretability with Domain-Specific Sparse Autoencoders. - Charles O'Neill; Mudith Jayasekara; Max Kirkby (CoRR, 2025)