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LightMem

OrganizationZhejiang + NUS + Nanjing (academic)
Founded2025
Fundingacademic
Codegithub.com/zjunlp/LightMem

Atkinson-Shiffrin three-stage memory with sleep-time updates.

Every number on file

claimedbenchmarkconfigrunnerstatus
68.64 / 68.69LongMemEval-SGPT-4o-mini judge · two readersself (ICLR 2026)SELF-REPORTED

Its baseline re-measurements (Mem0 53.61, MemoryOS 44.80 on LME-S) are gold for cross-checking vendor claims.

Rows are not comparable — configs differ. A row graduates to a verdict only through a registered re-run. The protocol →