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Anthropic specifically calls out that example as

>"illegible reasoning in a few reinforcement-learning environments over long rollout"

Yet, I get the point that you're making: those tokens essentially are an internal scratchpad for the LLM which isn't required to logically lead to the output.

This video presentation of the paper you linked was interesting: https://www.youtube.com/watch?v=hUp3zh23aHw

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