Author name: Chenlong Yin, Zeyang Sha, Shiwen Cui, Changhua Meng, Zechao Li

arXiv:2510.22977v2 Announce Type: replace-cross
Abstract: Enhancing the reasoning capabilities of Large Language Models (LLMs) is a key strategy for building Agents that “think then act.” However, recent observations, like OpenAI’s o3, suggest a parad…