dmargutierrez / distilroberta-base-mapa_coarse-ner

huggingface.co
Total runs: 123
24-hour runs: 0
7-day runs: 111
30-day runs: 115
Model's Last Updated: Bước đều 20 2023
token-classification

Introduction of distilroberta-base-mapa_coarse-ner

Model Details of distilroberta-base-mapa_coarse-ner

distilroberta-base-mapa_coarse-ner

This model is a fine-tuned version of distilroberta-base on the lextreme dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1020
  • Precision: 0.7441
  • Recall: 0.5805
  • F1: 0.6522
  • Accuracy: 0.9872
Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 2e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 15
Training results
Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
0.0343 1.0 1739 0.0694 0.6342 0.5205 0.5718 0.9841
0.0263 2.0 3478 0.0705 0.7961 0.5235 0.6317 0.9865
0.0183 3.0 5217 0.0670 0.7417 0.5313 0.6191 0.9864
0.015 4.0 6956 0.0632 0.7237 0.5850 0.6470 0.9869
0.0137 5.0 8695 0.0663 0.7311 0.6064 0.6629 0.9872
0.011 6.0 10434 0.0703 0.7163 0.5877 0.6457 0.9868
0.0096 7.0 12173 0.0799 0.7511 0.5676 0.6466 0.9871
0.0071 8.0 13912 0.0770 0.7386 0.5640 0.6396 0.9868
0.0068 9.0 15651 0.0827 0.7285 0.5674 0.6379 0.9868
0.0057 10.0 17390 0.0897 0.7611 0.5719 0.6531 0.9872
0.0053 11.0 19129 0.0940 0.7614 0.5627 0.6471 0.9871
0.004 12.0 20868 0.0874 0.7184 0.6084 0.6588 0.9873
0.0035 13.0 22607 0.0986 0.7513 0.5766 0.6525 0.9872
0.003 14.0 24346 0.1012 0.7396 0.5805 0.6505 0.9871
0.0026 15.0 26085 0.1020 0.7441 0.5805 0.6522 0.9872
Framework versions
  • Transformers 4.26.0
  • Pytorch 1.13.1+cu117
  • Datasets 2.9.0
  • Tokenizers 0.13.2

Runs of dmargutierrez distilroberta-base-mapa_coarse-ner on huggingface.co

123
Total runs
0
24-hour runs
10
3-day runs
111
7-day runs
115
30-day runs

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