Decision model directory

laya-multilingual

The only multilingual decision model we have found, a 322M encoder on mmBERT. Also the one our English-only test set cannot say anything useful about.

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What it is

The Laya family’s multilingual branch, built on mmBERT at 322M parameters rather than the ModernBERT-large base used by laya and laya-typed-decisions. It is the only model in this directory that targets non-English input at all.

Why we are not going to rank it

The benchmark everyone in this wave reports against, LocalLLaMA/typed-decisions, is English. Running a multilingual model on an English split measures the English half of it and tells you nothing about the capability it was built for. We could publish that number. It would be accurate, comparable, and misleading, which is the worst combination available.

Evaluating this properly needs a decision set in the target languages with labels produced in those languages, not translated from English. Translated test sets leak the source language’s phrasing into the task and quietly make it easier.

Status

Not benchmarked, and not scheduled, because we do not yet have a test set that would mean anything. If you run support or moderation decisions in more than one language and have the historical decisions to prove what a correct answer looks like, that is exactly the shape of data a private benchmark is built from.

Sources

Every fact on this page traces to one of these, checked on the date shown. Download and like counts move; the rest of it should not.

Page last verified 20 September 2026.

A public number is a shortlist, not a decision

The only benchmark that settles which model you ship is one built from your own historical decisions. We freeze that test set, run the candidates against it, and hand back the threshold your error budget supports.