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Preprint Jul 2026

Reproducing LightMem: Naive RAG Is Just as Good for Memory Management

Overall, LightMem offers a context-efficiency trade-off rather than a general advantage over Naive RAG, whose value depends on the retriever and available token budget, motivating future work on retrieval, reranking, query formulation, and their interaction with raw and constructed memory representations.

Yong Zhou, Shuai Wang, B. Koopman et al. · 0 citations