On the Token Value Inequality in Efficient Reasoning.

arXiv:2609.33970v1 Announce Type: cross Abstract: Chain-of-Thought reasoning has enabled large language models to achieve substantial performance gains on complex tasks. However, these gains come at the cost of dramatically increased token consumption. This ra