Agents' Last Doubt: Knowing When to Act and When to Step Back in Tool-Using Agents

Qisai Liu, Qingyue Jiao, Bangwei Guo +7

Tool-using LLM agents repeatedly face decision points under uncertainty, choosing between autonomous action, additional information gathering, and human escalation. These decisions…