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NusaBERT-base-NERP

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NusaBERT-base-NERP

This model is a fine-tuned version of LazarusNLP/NusaBERT-base on the indonlu dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1254
  • Precision: 0.8061
  • Recall: 0.8406
  • F1: 0.8229
  • Accuracy: 0.9634

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: 64
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
No log 1.0 420 0.1444 0.7415 0.8272 0.7820 0.9543
0.2385 2.0 840 0.1276 0.7879 0.8187 0.8030 0.9586
0.1143 3.0 1260 0.1260 0.7815 0.8510 0.8148 0.9597
0.0903 4.0 1680 0.1305 0.7836 0.8516 0.8162 0.9596
0.07 5.0 2100 0.1342 0.8158 0.8255 0.8206 0.9605
0.0582 6.0 2520 0.1343 0.8172 0.8408 0.8288 0.9606
0.0582 7.0 2940 0.1440 0.7936 0.8476 0.8197 0.9594
0.0521 8.0 3360 0.1447 0.8069 0.8453 0.8257 0.9605
0.0446 9.0 3780 0.1512 0.7996 0.8453 0.8218 0.9599
0.0417 10.0 4200 0.1524 0.8078 0.8453 0.8261 0.9606

Framework versions

  • Transformers 4.37.2
  • Pytorch 2.2.0+cu118
  • Datasets 2.17.1
  • Tokenizers 0.15.1
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Evaluation results

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