@article{agenticreasoningandtoolintegrationfor, title = {Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning}, author = {Joykirat Singh and Raghav Magazine and Yash Pandya and Akshay Nambi}, year = {2025}, eprint = {2505.01441}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.01441v1}, }