What BEAM, LoCoMo, LongMemEval, MemoryAgentBench, STATE-Bench, DolphinBench and HotPotQA measure, how they are scored, and how to reproduce an agent memory evaluation on your own corpus.
Best Evaluation Datasets and Benchmarks for Agent Memory in 2026
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October 15, 2026
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cognee