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LoCoMo: - category ids follow the dataset (1 multi-hop, 2 temporal, 3 open-domain, 4 single-hop, 5 adversarial) - adversarial gold is "Not mentioned in the conversation" - photo captions are part of the message text - one container per conversation, ingested once and shared by its questions - Mem0 paper answer + judge prompts, verbatim; headline score excludes adversarial Supermemory provider (v5 REST): - one document per session: named transcript, real session date in `date` - waits for memory extraction (v3 dreamingStatus) before search - retries 429/5xx honoring retry-after - search settings via --provider-config, saved with the run Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Benchmarks can set searchLimit (default 10); LoCoMo uses 30 for every provider. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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LoCoMo numbers out of memorybench weren't comparable to anything published, and a lot of our "failures" were the harness. This fixes the LoCoMo side and moves the Supermemory provider to the v5 API.
LoCoMo
undefined).Supermemory provider (v5)
/ns/{ns}/document: "Name: message" transcript, real session date indate(no more user/assistant roles or upload-day dates).dreamingStatus) before searching. v5 saysdoneonce chunks are indexed, before memories exist.limit,threshold,searchMode,rerank,rewriteQuery,include,dreaming,supportingContext) come from--provider-config '<json or path>'and get saved with the run. Nothing set = API defaults.Harness
--provider-configflag.Results (cats 1–4)
For reference Mem0's paper has Mem0 at 66.9% and Zep at 66.0% under the same protocol.
Run it
Needs
SUPERMEMORY_API_KEYandOPENAI_API_KEY. Old LoCoMo checkpoints use per-question containers, so start a fresh run ID.🤖 Generated with Claude Code