heb-diac-1.1 / README.md
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---
license: bsd-3-clause
language: he
inference: false
tags:
- secryst
- transliteration
- diacritization
- onnx
- byt5
---
# heb-diac-1.1
Part of the [Secryst](https://secryst.github.io) phonological-layer family — a dedicated model for **diacritization** (HE), distributed as a Secryst IMF artifact and loadable through any Secryst crystal:
```python
from secryst import Model
Model.load("heb-diac-1.1")
```
- Artifact: `heb.zip` (2.59 GiB)
## Measured quality
Full evaluation sets, zero skipped examples, the benchmark's own evaluator. Provenance for every number is the results record of the training project.
| metric | value | provenance |
|---|---|---|
| der_greedy | 16.44 | rababa/docs/RESULTS.md#hebrew-diacritization |
| der_beam4 | 16.43 | rababa/docs/RESULTS.md#hebrew-diacritization |
## License
BSD-3-CLAUSE
## Provenance
Trained in the [Secryst training monorepo](https://github.com/secryst/secryst-train) and published through the [interscript-ml](https://github.com/interscript/interscript-ml) distribution contract (models.yaml index, sha256-verified release assets, parity-gated artifacts). The canonical download channel is GitHub Releases; this repository is the Hugging Face mirror of the same bytes, pinned to the index revision.