Ares: Adaptive Reasoning Effort Selection for Efficient LLM Agents

Jingbo Yang, Bairu Hou, Wei Wei +2

Modern agents powered by thinking LLMs achieve high accuracy through long chain-of-thought reasoning but incur substantial inference costs. While many LLMs now support configurable…