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图记忆与平面检索在长期智能体中的性能对比研究

研究人员测试了图记忆与平面检索在长期智能体中的表现差异。在LongMemEval基准测试中,图记忆获得0.42的token F1分数,而平面向量基线为0.47。500个问题的配对bootstrap测试显示差距为-0.050(95% CI -0.085至-0.016)。图记忆在需要回忆特定先前助手回答的问题上表现较差,正确率从0.911降至0.607。

Current read

这篇论文实测了图记忆vs平面检索在长期智能体中的真实表现,数据详实,结论明确。

2 sources73° AI heatLast updated 2026/9/2 02:16:01

Evidence

2 sources
Related source 1arXiv cs.LG
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Graph Memory Evaluation for Long-term Agents · 事件专题 | AITOP