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LLMs can guide dense retrieval far more effectively by actively exploring the embedding space with Gaussian Processes, outperforming standard reranking even with a limited LLM budget.
Ditch the flat memory: Semantic XPath unlocks a 176% performance boost in conversational AI by organizing memories into a tree structure and querying them with semantic XPath expressions.