@article{failuremakestheagentstrongerenhancingacc, title = {Failure Makes the Agent Stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions}, author = {Junhao Su and Yuanliang Wan and Junwei Yang and Hengyu Shi and Tianyang Han and Junfeng Luo and Yurui Qiu}, year = {2025}, eprint = {2509.18847}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.18847}, }