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Controlled benchmark protocol outlines confirmatory evaluation criteria for learned memory managers in large language model agents, standardizing performance testing across task memory regimes.
This is a pre-registration / analysis-plan freeze for a controlled criteria study of learned memory managers for LLM agents (working title: When Does Learning Memory Pay?). It is not a new SOTA memory method. Confirmatory Table-B uses tau2-bench mock, holdout H=8, T in {5,10} (memory-necessary vs memory-optional), Qwen3-4B-Instruct, five seeds {44-48}, and a Bonferroni family of four contrasts. Phase-1 1-seed API cells are exploratory only. T in {20,40} is stretch pending a filler protocol.
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M. Zhang (2026) studied this question.
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