LoCoMo Benchmark
本地归档的 L3 评测分数(offline / api / live),来自 ci/eval/locomo。本页只展示指标——对话子集仍在 ci/eval/locomo/data/(CC BY-NC 4.0)。
完整归因与五项指标结论见仓库 评测报告。
Latest release 0.2.2 (v0.2.2) · 2026-10-01T00:00:00Z
Offline passAPI failLive pass
Fixture: ci/eval/locomo/data/locomo_subset.json — CC BY-NC 4.0 subset
Summary
| Version | Offline | API hybrid R@5 | vs BM25 | Live precision | Conflict |
|---|---|---|---|---|---|
0.2.2 | pass | 0.383 fail | -12.0% | 0.880 pass | 0.950 |
Latest breakdown (0.2.2)
offline · pass
| Metric | Value |
|---|---|
| Hybrid Recall@5 | 0.335 |
| Hybrid MRR@5 | 0.199 |
| BM25 Recall@5 | 0.435 |
| BM25 MRR@5 | 0.310 |
| vs BM25 | -23.0% |
| TARGET_15PCT | n_a |
| Near-dup supersede | 0.950 (19/20) |
| Cross-user leaks | 0 |
| Persistence reopen | 1 |
| Extraction precision | skipped |
Gates: isolation=pass · persistence=pass · conflict=pass · hybrid_ge_bm25=n_a · target_15pct=n_a · extraction_precision=skipped · overall=pass
api · fail model=qwen3.7-text-embedding-flash dim=1024
| Metric | Value |
|---|---|
| Hybrid Recall@5 | 0.383 |
| Hybrid MRR@5 | 0.225 |
| BM25 Recall@5 | 0.435 |
| BM25 MRR@5 | 0.310 |
| vs BM25 | -12.0% |
| TARGET_15PCT | missed |
| Near-dup supersede | 0.950 (19/20) |
| Cross-user leaks | 0 |
| Persistence reopen | 1 |
| Extraction precision | skipped |
Gates: isolation=pass · persistence=pass · conflict=pass · hybrid_ge_bm25=fail · target_15pct=fail · extraction_precision=skipped · overall=fail
live · pass extractor=deepseek-flash
| Metric | Value |
|---|---|
| Hybrid Recall@5 | 0.335 |
| Hybrid MRR@5 | 0.199 |
| BM25 Recall@5 | 0.435 |
| BM25 MRR@5 | 0.310 |
| vs BM25 | -23.0% |
| TARGET_15PCT | n_a |
| Near-dup supersede | 0.950 (19/20) |
| Cross-user leaks | 0 |
| Persistence reopen | 1 |
| Extraction precision | 0.880 (66/75) |
Gates: isolation=pass · persistence=pass · conflict=pass · hybrid_ge_bm25=n_a · target_15pct=n_a · extraction_precision=pass · overall=pass
Diff vs previous
Only one archived version — no previous release to compare.
分数如何产生
- Push CI 保留离线硬门禁(
moon run ci/eval/locomo)。 - 发版流水线在 Publish mooncakes / tag / GitHub Release 后结束(不再跑 LoCoMo archive)。
- 发版后在本地跑三档并提交
benchmarks/locomo/results/<version>.json(见下方)。 - 本页随
main的 Pages 部署重建。
本地命令
api 档环境映射:QWEN_* → MOOMEM_EMBED_*。live 档只读 DEEPSEEK_*。结果 JSON 永不写入 API Key。

