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LLMs can improve CoT Controllability via Reward Laundering

A two-week project conducted during the Redwood Research internship found that Qwen 3.8 27B can enhance CoT controllability using reward laundering. Experiments showed the model can generalize skills to unseen tasks while maintaining performance on the main task.

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PublishedOctober 17, 2026afterless
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WHY IT MAY MATTER

The study shows how models can use reward laundering techniques to improve specific capabilities, highlighting the importance of understanding their behavior.

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