The Unreliable Progress Bar: Can LLM Agents Reliably Report Task Progress Throughout Execution?
arXiv:2609.08589v1 Announce Type: cross Abstract: 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