distilbert-base-spanish-uncased-finetuned-text-intelligence

This model is a fine-tuned version of dccuchile/distilbert-base-spanish-uncased on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6945
  • Accuracy: 0.8834
  • F1: 0.8827

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: 1e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss Accuracy F1
1.0148 1.0 235 0.7880 0.7138 0.6551
0.6349 2.0 470 0.5415 0.8516 0.8500
0.4709 3.0 705 0.4505 0.8587 0.8613
0.3727 4.0 940 0.4156 0.8905 0.8900
0.3163 5.0 1175 0.4262 0.8905 0.8910
0.2695 6.0 1410 0.5090 0.8869 0.8874
0.2332 7.0 1645 0.5014 0.8869 0.8865
0.1811 8.0 1880 0.5735 0.8834 0.8827
0.1542 9.0 2115 0.5626 0.8940 0.8932
0.1192 10.0 2350 0.5680 0.8905 0.8900
0.124 11.0 2585 0.6291 0.8869 0.8857
0.0988 12.0 2820 0.6424 0.8834 0.8835
0.0933 13.0 3055 0.7085 0.8693 0.8668
0.0813 14.0 3290 0.6560 0.8905 0.8893
0.0599 15.0 3525 0.7175 0.8799 0.8793
0.0632 16.0 3760 0.6862 0.8799 0.8786
0.0489 17.0 3995 0.7064 0.8869 0.8858
0.0449 18.0 4230 0.7046 0.8834 0.8830
0.039 19.0 4465 0.6997 0.8799 0.8790
0.0388 20.0 4700 0.6945 0.8834 0.8827

Framework versions

  • Transformers 4.40.1
  • Pytorch 2.1.0
  • Datasets 2.19.0
  • Tokenizers 0.19.1
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