{"type": "article", "title": "SERUM: State Extraction and Refinement for User Modeling", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/serum-state-extraction-and-refinement-for-user-modeling", "original_source": "https://www.machinebrief.com/news/serum-state-extraction-and-refinement-for-user-modeling-bppg", "published": "2026-08-03T04:00:00+00:00", "accessed": "2026-08-03", "id": "serum-state-extraction-and-refinement-for-user-modeling"}