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SoMem: agents organize their own linked-document memory, outscoring baselines on three benchmarks

1 article1 sourcesince Nov 12Last article

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Researchers from City University of Hong Kong and Tencent Jarvis Lab present SoMem, a framework in which LLM agents store memory as ordinary linked documents instead of fixed schemas.

The agent decides what to summarize and links each summary to its original interaction. SoMem beat the strongest baseline by 2.66 points on LoCoMo, 3.10 on BEAM-100K and 2.00 on LongMemEval-S. Elvis Saravia, who reported the study, says he uses a similar linked-document approach with his own agents.

Written by AI from the articles below · updated Nov 12, 10:05 AM ET

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Nov 12
  1. elvisX
    Researchers test whether LLM agents can organize their own memory

    AISoMem, a framework from City University of Hong Kong and Tencent Jarvis Lab, lets agents store memory as ordinary linked documents rather than fixed schemas. The agent decides what to summarize and links each summary to its original interaction. SoMem beat the strongest baseline by 2.66 points on LoCoMo, 3.10 on BEAM-100K, and 2.00 on LongMemEval-S. The author, Elvis Saravia, says he uses a similar linked-document approach with his own agents.

    Image from @omarsar0's post

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