Rethinking the Role of Entropy in Optimizing Tool-Use Behaviors for Large Language Model Agents
Zeping Li · Hongru WANG · Yiwen Zhao · Guanhua Chen · Yixia Li · Keyang Chen · Yixin Cao · Guangnan Ye · Hongfeng Chai · Zhenfei Yin
摘要
Tool-using agents based on Large Language Models (LLMs) excel in tasks such as mathematical reasoning and multi-hop question answering. However, in long trajectories, agents often trigger excessive and low-quality tool calls, increasing latency and degrading inference performance, making managing...