{"type": "article", "title": "Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/knowing-when-to-quit-diagnosing-and-training-llms-to-abort-futile-reasoning", "original_source": "https://arxiv.org/abs/2607.29211", "published": "2026-08-04T06:07:07+00:00", "accessed": "2026-08-04", "id": "knowing-when-to-quit-diagnosing-and-training-llms-to-abort-futile-reasoning"}