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<
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dct:title
"MemoTime: Memory-Augmented Temporal Knowledge Graph Enhanced Large Language Model Reasoning" ;
<
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> , <
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"MemoTime is a memory-augmented framework that enhances LLM temporal reasoning by integrating structured temporal grounding from TKGs, hierarchical decomposition, dynamic evidence retrieval, and a self-evolving experience memory. It enables LLMs to perform faithful multi-entity temporal reasoning and adapt retrieval strategies during the inference stage, without retraining, to answer complex temporal QA." ;
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