Are Tools All We Need? Unveiling the Tool-Use Tax in LLM Agents

arXiv:2605.00136v1 Announce Type: new Abstract: Toolaugmented reasoning has become a popular direction for LLMbased agents, and it is widely assumed to improve reasoning and reliability.