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RAG systems get a boost: CRITIC-R1 learns to diagnose and fix errors with structured feedback, outperforming strong baselines on knowledge-intensive QA.
By aligning LLM-generated student behaviors with real-world data in hyperbolic space, L-HAKT achieves state-of-the-art knowledge tracing, capturing nuanced hierarchical relationships between concepts.
