onnx-community/punctuate-all-ONNX
By onnx-community · ↓ 2 · ♥ 0 · Updated 2025-11-06
What's in this repo
This page lists the files in onnx-community/punctuate-all-ONNX, including model.onnx, model_bnb4.onnx, model_fp16.onnx and more.
- 8 ONNX models (.onnx files)
- 15 files, including 8 .onnx, 5 .json, 1 .md
- Last updated 2025-11-06
ONNX files
| File | Size | Download |
|---|---|---|
| onnx/model.onnx | — | Download |
| onnx/model_bnb4.onnx | — | Download |
| onnx/model_fp16.onnx | — | Download |
| onnx/model_int8.onnx | — | Download |
| onnx/model_q4.onnx | — | Download |
| onnx/model_q4f16.onnx | — | Download |
| onnx/model_quantized.onnx | — | Download |
| onnx/model_uint8.onnx | — | Download |
How to use
These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.
README
punctuate-all (ONNX)
This is an ONNX version of kredor/punctuate-all. It was automatically converted and uploaded using this Hugging Face Space.
Usage with Transformers.js
See the pipeline documentation for token-classification: https://huggingface.co/docs/transformers.js/api/pipelines#module_pipelines.TokenClassificationPipeline
This is based on Oliver Guhr's work. The difference is that it is a finetuned xlm-roberta-base instead of an xlm-roberta-large and on twelve languages instead of four. The languages are: English, German, French, Spanish, Bulgarian, Italian, Polish, Dutch, Czech, Portugese, Slovak, Slovenian.
----- report -----
precision recall f1-score support
0 0.99 0.99 0.99 73317475
. 0.94 0.95 0.95 4484845
, 0.86 0.86 0.86 6100650
? 0.88 0.85 0.86 136479
- 0.60 0.29 0.39 233630
: 0.71 0.49 0.58 152424
accuracy 0.98 84425503
macro avg 0.83 0.74 0.77 84425503 weighted avg 0.98 0.98 0.98 84425503
----- confusion matrix -----
t/p 0 . , ? - :
0 1.0 0.0 0.0 0.0 0.0 0.0
. 0.0 1.0 0.0 0.0 0.0 0.0
, 0.1 0.0 0.9 0.0 0.0 0.0
? 0.0 0.1 0.0 0.8 0.0 0.0
- 0.1 0.1 0.5 0.0 0.3 0.0
: 0.0 0.3 0.1 0.0 0.0 0.5
Model info
Created: 2025-11-06
Updated: 2025-11-06
View on Hugging Face