{"type": "article", "title": "CLEAT: Learning Value-Guided Clarification for Interactive Agents", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/cleat-learning-value-guided-clarification-for-interactive-agents", "original_source": "https://arxiv.org/abs/2610.12655", "published": "2026-10-12T04:00:00+00:00", "accessed": "2026-10-12", "id": "cleat-learning-value-guided-clarification-for-interactive-agents"}