Knowing When to Ask: Self-Gated Clarification for Hierarchical Language Agents

Aijing Gao, Yiming Kang, Mengdie Flora Wang +1

In hierarchical reasoning, failures often originate at intermediate decision points where the agent commits to a wrong branch without recognizing that it lacks critical information…