The authors evaluated 13 memory methods spanning representations such as prior trajectories, reflections, skills and structured knowledge on GAIA, WebWalkerQA and xBench-DS.
Routing Across Memory Types Makes LLM Agents More Accurate and Efficient
MemAgent learns when to retrieve from, write to, and inject context from multiple memory representations.
Chinese Tech
Yongxian Wei · Yilin Zhao · Runxi Cheng · Xinrui Chen · Chun Yuan · Yaoru Wang · +2 more
Tsinghua University · Tencent
Research Digest··2 min read
Wei et al.
Why this paper
From Tencent and Tsinghua University
In one line
A routing agent that selects among heterogeneous memory providers improves LLM agent accuracy by 10%.
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