claude
8015fdbb79
Replace nearest-neighbour personal routing with a frozen class-balanced linear head measured on historical, stratified, cross-validation, holdout, and fresh challenge gates (V-702). Close the four repair handoff holes, preserve nested clarification flows, and route Russian possession statements through structural grammar rather than lexical exceptions (V-573). Owner explicitly requested direct commits to master.
2.3 KiB
Three neighbours keep a public noun from opening the personal boundary
Measured 2026-08-13 on homesrv from master at 56254a5 plus the V-702
working tree. Embedder: quantized multilingual-e5-small through ONNX Runtime
1.26.0. Command:
make t PKG=./cmd/mavend/ RUN=TestONNXPersonalBoundary V=1 RACE=0
make t PKG=./cmd/mavend/ RUN=TestONNXTopics V=1 RACE=0
This supersedes 2026-08-03-personal-boundary.md for the boundary score. That
file remains the measurement of why possession markers were replaced.
Defect
The boundary used the best cosine on each side: one-nearest-neighbour
classification. Its world class correctly includes narrative questions such
as расскажи про байкал, while its personal class includes remembered-speech
questions. The held-out я рассказывал тебе про байкал? therefore scored
personal 0.9068 against world 0.9413. The public subject outweighed the question
about what the owner had previously told Maven, and the boundary opened toward
SearXNG.
Adding two plausible personal paraphrases did not move either score. Candidate similarities to the failing turn ranged from 0.8373 to 0.9022, still below the world proper-noun neighbour. This ruled out a missing synonym and argued against putting the held-out sentence or another Baikal-shaped exception into the seed set.
Change
Each class now scores as the mean of its three nearest seeds. The same k=3
applies on both sides, so the larger world class cannot win merely by having
more coverage. Only the local neighbourhood is averaged because the personal
class has two modes—possession and remembered speech—and a whole-class centroid
would dilute them into each other.
This is a scoring change, not a seed or a phrase rule. The Baikal utterance remains held out.
Result
| Gate | one neighbour | three neighbours |
|---|---|---|
| personal boundary | 28/29 | 29/29 |
| Baikal margin | -0.0345 | +0.0147 |
| topic recognisers | 43/43 | 43/43 |
The nearest personal true positive is когда мой следующий отпуск at +0.0110.
The nearest world true negative is расскажи про эверест at -0.0135. No extra
threshold is justified between them. The gate remains the sign of the class
difference, favouring local refusal over sending owner-related text outward.