@article{toolsintheloopquantifyinguncertaintyof, title = {Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools}, author = {Panagiotis Lymperopoulos and Vasanth Sarathy}, year = {2025}, eprint = {2505.16113}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.16113v1}, }