Benchmarks

Decision recall proof

Published decision-recall results on a pinned corpus: Neither vs naive pgvector vs mem0ai/oss.

Pinned corpus (v3)

Corpus hash: f1bb11060a3a59fb · Run: 20260710T114611Z

Neither

98%

Naive pgvector

44%

mem0ai/oss

44%

Delta vs naive: +54pp · Delta vs mem0ai/oss: +54pp

By question category

CategoryNeitherNaivemem0ai/oss
Flat Fact100%89%89%
Multi Hop Why100%11%11%
Rejected Approach100%14%14%
Bc Isolation Trap91%45%45%
Supersession100%22%22%
Partner Unseen100%100%100%

Neither decision recall 98% vs naive pgvector 44% and mem0ai/oss 44% on pinned corpus f1bb11060a3a59fb.

Methodology

Reproduce the pinned corpus locally with pnpm benchmark:decision-recall and pnpm verify:decision-recall-benchmark. Published metrics appear here once validation completes.