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#artificial intelligence Preprint Oct 2026

Interpreting Model Reasoning through Behavioral Counterfactuals

Faithfully understanding the internal process that occurs as models form their chain of thought is an important problem with the rise in model capabilities. However, this remains challenging due to the variance in sampled responses, making it difficult to isolate the effects of interventions and compare model reasoning...

S. Im, James Oldfield, A. Bibi et al. · 0 citations
Preprint Oct 2026

How Much Do Activation Monitors Benefit from Original Model Computations?

This paper studies how much of activation monitors's success depends on access to the original behavior-generating computations, and finds monitors trained with native access have notable uplift on original examples whose behavioral label changes under paraphrasing.

James Oldfield, S. Im, Jay Culligan et al. · 0 citations

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