Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning
Yifei Chen · Guanting Dong · Zhicheng Dou
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Yifei Chen · Guanting Dong · Zhicheng Dou
Guanting Dong · Hangyu Mao · Kai Ma · Licheng Bao · Yifei Chen · Zhongyuan Wang · Zhongxia Chen · Jiazhen Du · Huiyang Wang · Fuzheng Zhang · Guorui Zhou · Yutao Zhu · Ji-Rong Wen · Zhicheng Dou
Yifei Chen · Guanting Dong · Zhicheng Dou
Large Language Models (LLMs) can extend their parameter knowledge limits by adopting the Tool-Integrated Reasoning (TIR) paradigm. However, existing LLM-based agent training framework often focuses on answers’ accuracy, overlooking specific alignment for behavior patterns. Consequently, agent oft...
Guanting Dong · Yifei Chen · Xiaoxi Li · Jiajie Jin · Hongjin Qian · Yutao Zhu · Hangyu Mao · Guorui Zhou · Zhicheng Dou · Ji-Rong Wen
Recently, Large Language Models (LLMs) have demonstrated remarkable reasoning capabilities through reinforcement learning (RL). However, enabling LLM-based agents to effectively orchestrate multiple tools remains an open challenge. In this paper, we introduce Tool-Star, an end-to-end agentic post...