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Vatsal Baherwani

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Preprint Jul 2026

Not All LLM Reasoning is Visible in the Chain-of-Thought

This work demonstrates a concrete failure mode where frontier models exhibit invisible reasoning by leveraging semantically irrelevant filler tokens to improve performance on synthetic reasoning tasks and indicates that frontier models already perform consequential computation with no interpretable trace in their output tokens.

Vatsal Baherwani, Tom Goldstein, Ashwinee Panda · 4 citations · ⚡2