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CoT40 min read

LLMs can improve CoT Controllability via Reward Laundering

This is a two week sprint project done as part of the Redwood Research internship. afterless was the main IC, james.lucassen supervised.TL;DR – Earlier work found that Qwen 3.5 9B can manipulate its RL process on one task to self-improve on an unrelated/unrewarded task.

By afterlessLessWrong
LLMs can improve CoT Controllability via Reward Laundering

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Originally published by LessWrong on Oct 17, 2026.

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