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Ishwar B. Balappanawar

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#artificial intelligence Preprint Oct 2026

On the Chain-of-Thought Monitorability of Looped Language Models

Chain-of-thought (CoT) monitoring provides a promising approach for detecting undesirable model behavior. Looped language models (LoopLMs) repeatedly apply shared transformer layers, increasing effective computational depth and enabling additional latent computation without increasing model size. However, the effect of...

Han Wang, Ishwar B. Balappanawar, Huan Zhang · 0 citations

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