The Unreliable Progress Bar: Can LLM Agents Reliably Report Task Progress Throughout Execution?

Boyang Wang, Yunhan Wang, Yalun Wu

Recent large language models can emit task-progress signals that agent frameworks use to decide whether a task should continue or stop, yet whether a model can reliably report its…