{"type": "article", "title": "Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/annotations-as-rollouts-efficient-and-scalable-reinforcement-learning-for-video", "original_source": "https://arxiv.org/abs/2608.20492", "published": "2026-08-24T04:00:00+00:00", "accessed": "2026-08-24", "id": "annotations-as-rollouts-efficient-and-scalable-reinforcement-learning-for-video"}