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Chinese Academy of Sciences
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Mandol achieves a 5.4x speedup in retrieval and a 4.8x speedup in insertion, revolutionizing long-term conversational memory management.
By strategically resampling from deep, recoverable states ("pivots") within unsuccessful trajectories, DDE drastically improves LLM reinforcement learning compared to methods that oversample from the root or blindly disperse budgets.
