{"type": "article", "title": "Beyond Direct Answering: Aligning Educational LLMs as Socratic Guides via Heuristic Reinforcement Learning", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/beyond-direct-answering-aligning-educational-llms-as-socratic-guides-via", "original_source": "https://arxiv.org/abs/2607.22996", "published": "2026-07-28T04:00:00+00:00", "accessed": "2026-07-28", "id": "beyond-direct-answering-aligning-educational-llms-as-socratic-guides-via"}