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DeepRefine is a research paper introducing an LLM-based reasoning model that refines agent-compiled knowledge bases using reinforcement learning and multi-turn interactions to improve downstream task performance.
DAIR Academy is hosting a free live session on May 21, 2026, demonstrating a framework for building visual LLM artifacts to enhance knowledge bases.