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Training a model from DWIE-FR dataset for Named Entity Recognition

Download dataset from drive

To download our dataset, follow this link: https://drive.google.com/drive/folders/1A4Q8B3VIo64Iz5pto4_3csk_5eTwZ09C?usp=share_link

Benchmark models from paper:

alt text

Hyper-parameters used in these experiments:

  • lr = 1e-5
  • batch size = 16
  • epoch = 50

Training a model:

To train your model on a single level from ontology dwie-fr please use the script bellow.

    ./scripts/run_single_onto.sh

To train your model on the different levels from ontology dwie-fr please use the script bellow.

    ./scripts/run_onto_dwie.sh

Evaluate your model trained on DWIE-FR dataset