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Open-weight model

grammar-de

by Kotoshu kotoshu/grammar-de

grammar-de is an open-weight model from Kotoshu, released under Creative Commons Attribution-NonCommercial-ShareAlike 4.0. Its published files total 215.4 MB.

Fully local German grammar correction model for the ≤250 MB weight class (run anywhere, CPU real-time, no network). iterative apply-and-retag decoding, on a microsoft/mdeberta-v3-base encoder.

Parameters—
Context—
Weights210.1 MB
Licensecc-by-nc-sa-4.0
AccessOpen weights
Monthly Downloads—

Model Card

Fully local German grammar correction model for the ≤250 MB weight class (run anywhere, CPU real-time, no network). iterative apply-and-retag decoding, on a microsoft/mdeberta-v3-base encoder. byte-fallback), pruned by weight-truth-verified remap — int8 ONNX gate, 48.5% yield) from typed corruption packs (articles, verb agreement, V2, separable verbs, case government); two-stage differential-LR schedule, byte-identical with HF) + ONNX Runtime; inference is milliseconds per sentence on a laptop CPU. German has no public GEC benchmark we can license for automated scoring, so we report a held-out judge study instead: This is a deliberately conservative corrector: it almost never invents…

Excerpt from the card by Kotoshu, licensed cc-by-nc-sa-4.0.

Identity and Version

Repository
kotoshu/grammar-de
Publisher
Kotoshu
Task
Not stated by the source
Modality
Other
Library
onnx
Parameters
Not stated by the source
Languages
de
Revision
2ad59e8a760dcc1b8c3fc6cdd0d184f1d19e8e72
First published
2026-10-11
Last updated
2026-10-12

Files and Weights

7 files, 215.4 MB in total. The weights are 1 file totalling 210.1 MB in onnx.

Weights1 file · 210.1 MB
Configuration3 files · 5.1 MB
Documentation1 file · 2.2 KB
Other1 file · 274.8 KB
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
gec-tagger.int8.onnxWeights210.1 MB 2b0026359e84
charsmap.jsonConfiguration18.0 KB —
labels.jsonConfiguration160.3 KB —
pieces.jsonConfiguration4.9 MB —
README.mdDocumentation2.2 KB —
decoded_heldout.txtOther274.8 KB —
.gitattributesRepository1.5 KB —

License and Download

License
cc-by-nc-sa-4.0
Access
Open weights, no gate
Download size
210.1 MB
Download from Kotoshu

Released by Kotoshu through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published210.1 MB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About grammar-de

Can I use grammar-de commercially?

Not without separate permission. grammar-de is released under Creative Commons Attribution-NonCommercial-ShareAlike 4.0. CC BY-NC-SA 4.0 permits non-commercial sharing and adapting with credit, and requires adaptations to use the same license. Commercial use needs separate permission.