Sida Zhang et al. 2025. Evaluating Tool Selection and Usage Efficiency of LLM-based Agents in Domain-Specific Tasks: A Comparative Analysis. Journal of Computing Innovations and Applications. 3, 2 (Jul. 2025), 34–50. DOI:https://doi.org/10.63575/.