Glossary · Term

LongMemEval

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Definition

Plain language

A benchmark for testing how well AI assistants remember information across long conversations.

As stated in the literature

A long-context memory evaluation suite testing retrieval and recall of user-provided facts across extended interaction histories; cited as part of the fact-recall paradigm that staleness-detection work argues is the easier half of agent memory.

Why it matters: It gauges whether long-term assistants can actually hold onto user facts, a basic requirement for feeling personal and reliable over time.

For example, it checks whether an assistant still remembers a user's stated dietary restriction many sessions after they mentioned it.

Heard on the show

“There are big benchmarks for this — LoCoMo, LongMemEval.”
Episode 031 — When Your AI Assistant Won't Let Go of Old Facts About You

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