@article{avataroptimizingllmagentsfortool, title = {AvaTaR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning}, author = {Shirley Wu and Shiyu Zhao and Qian Huang and Kexin Huang and Michihiro Yasunaga and Kaidi Cao and Vassilis N. Ioannidis and Karthik Subbian and Jure Leskovec and James Zou}, year = {2024}, eprint = {2406.11200}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2406.11200v3}, }