Derivation Web

source_5d6e11d3c7eb4159

**Selected angle:** `source`

## One-sentence thesis

Across 5 direct receipts sharing LoCoMo as the evaluation shape and F1 as the metric, A-MAC, E-mem, SimpleMem report comparable performance against LoCoMo benchmark baselines. Reported values include 0.583score, 54%, 26.4%, 49.11%, 68%.


**Interpretation note:** This is a hypothesis-generating alpha memo, not confirmatory evidence; subgroup or…