convaiinnovations/laya-multilingual
text-classification model by convaiinnovations
From the publisher
Model card & documentation
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Non-autoregressive System 1 decision model covering 100+ languages. Give it a state (text, email, ticket, or JSON) and typed questions; it returns typed answers with probabilities in a single forward pass. No text generation, so nothing to parse and nothing to hallucinate. Part of the Laya family — use this checkpoint for anything that is not English. Routing is per request, so a mixed workload otherwise pays a checkpoint swap on every language change. Load the ones you expect once, up front, and every later call is just a forward pass: router.attach("multilingual", agent) registers an Agent you already built, so a process that loaded this checkpoint directly can hand it to the router instead of loading it twice. Routing is decided from the script of the input, before the forward pass — because the model's confidence gives no warning when a checkpoint cannot read its input (see below). Measured across…
Read the full model card ↗ · Preview checked 2026-09-21T09:36:42.973Z
Inside the original model card — Document outline
- Laya Multilingual
- Quickstart
- Let the Router choose
- Why this checkpoint exists
- XNLI (15 languages)
- Speed — it is also the faster checkpoint
- Architecture
- Limits
- Links
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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
convaiinnovations/laya-multilingual is a text-classification model repository published by convaiinnovations on Hugging Face. The source reports the transformers library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-classification
- Library
- transformers
- Recent downloads (30 days)
- 0
- Cumulative likes
- 87
- Hugging Face trending score
- 85
- Reported safetensors parameters
- 321,908,998
- Architecture
- Not reported
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-09-19T03:23:34.000Z
- Last modified
- 2026-09-19T09:55:03.000Z
Compatibility and lineage
Reported languages: multilingual, en, de, fr, es, pt, it, nl, sv, da, nb, ru, pl, tr, ar, he, fa, ur, hi, bn, ta, te, kn, ml, th, vi, id, ms, tl, ja, ko, zh, el, hu, fi, ro, sq, sl, sw, af
Base-model lineage was not included.
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-09-21T06:36:47.722Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.