Do LLMs Encode Functional Importance of Reasoning Tokens?

arXiv:2601.03066v3 Announce Type: replace-cross Abstract: Large language models solve complex tasks by generating long reasoning chains, achieving higher accuracy at the cost of increased computational cost and reduced ability to isolate functionally relevant reasoning. Prior work on compact...