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
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