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laya

Classifies text into typed answers in one pass, 33ms, no generation to hallucinate.

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Listed Sep 21, 2026

Answers typed questions (choice, score, or yes/no) about any input — email, ticket, JSON — in a single forward pass, no text generation, so there's nothing to parse or hallucinate: 33ms for one question, 7.2ms batched, on a T4 GPU. A built-in Router auto-detects the language and script, then dispatches to one of three checkpoints — English-only ModernBERT-large (421M params) or the 100+-language mmBERT-base — and returns the reason for that choice with every result, e.g. 'non-Latin script (devanagari); the English checkpoint cannot read it.' Install is a single pip install laya.

What holds up

  • +No text generation — typed choice/score/boolean answers only, so there's nothing to hallucinate.
  • +33ms per question (7.2ms batched on a T4), fast enough to run inline on live requests.
  • +Every answer includes why the router picked that checkpoint, not just the result.
  • +Covers 100+ languages via a second checkpoint, not just English.

Mind the limits

  • −0% accuracy despite 95% confidence on Khmer in their own benchmark — multilingual coverage isn't even.
  • −Self-hosted Python package, not a hosted API — you manage the GPU/inference yourself.

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