oliverguhr/fullstop-punctuation-multilingual-base

🤗 Hugging Face sourcetoken-classificationmit277M params1.1 GBsafetensors✓ 8 checksumsupdated today
Submit in one command

Run it next to your model folder. It makes the torrent, checks your files against Hugging Face, and submits it. You just start seeding and paste your key from your account. It only reads your files and never changes them. Read the script first if you like.

curl -fsSL https://pirateface.co/package.sh | bash -s -- --repo oliverguhr/fullstop-punctuation-multilingual-base ./model-folder
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Work in progress

Classification report over all languages

             precision    recall  f1-score   support

           0       0.99      0.99      0.99  47903344
           .       0.94      0.95      0.95   2798780
           ,       0.85      0.84      0.85   3451618
           ?       0.88      0.85      0.87     88876
           -       0.61      0.32      0.42    157863
           :       0.72      0.52      0.60    103789

    accuracy                           0.98  54504270
   macro avg       0.83      0.75      0.78  54504270
weighted avg       0.98      0.98      0.98  54504270

How to cite us

@article{guhr-EtAl:2021:fullstop,
  title={FullStop: Multilingual Deep Models for Punctuation Prediction},
  author    = {Guhr, Oliver  and  Schumann, Anne-Kathrin  and  Bahrmann, Frank  and  Böhme, Hans Joachim},
  booktitle      = {Proceedings of the Swiss Text Analytics Conference 2021},
  month          = {June},
  year           = {2021},
  address        = {Winterthur, Switzerland},
  publisher      = {CEUR Workshop Proceedings},  
  url       = {http://ceur-ws.org/Vol-2957/sepp_paper4.pdf}
}
@misc{https://doi.org/10.48550/arxiv.2301.03319,
  doi = {10.48550/ARXIV.2301.03319},
  url = {https://arxiv.org/abs/2301.03319},
  author = {Vandeghinste, Vincent and Guhr, Oliver},
  keywords = {Computation and Language (cs.CL), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences, I.2.7},
  title = {FullStop:Punctuation and Segmentation Prediction for Dutch with Transformers},
  publisher = {arXiv},
  year = {2023},  
  copyright = {Creative Commons Attribution Share Alike 4.0 International}
}