LLM Agents Already Know When to Call Tools — Even Without Reasoning
arXiv:2605.09252v1 Announce Type: new
Abstract: Tool-augmented LLM agents tend to call tools indiscriminately, even when the model can answer directly. Each unnecessary call wastes API fees and latency, yet no existing benchmark systematically studies…