damand2061/innermore-x-indobertweet-base-uncased

This model is a fine-tuned version of indolem/indobertweet-base-uncased on Innermore-X dataset, an Indonesian NER Movie Reviews on X (Twitter). It achieves the following results on the evaluation set:

  • Train Loss: 0.0062
  • Validation Loss: 0.1791
  • Validation Precision: 0.8073
  • Validation Recall: 0.7652
  • Validation F1: 0.7857
  • Validation Accuracy: 0.9622
  • Epoch: 14

Model description

This model is a fine-tuned version of indolem/indobertweet-base-uncased on Innermore-X dataset, an Indonesian NER Movie Reviews on X (Twitter).

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 0.0002, 'decay_steps': 420, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
  • training_precision: float32

Training results

Train Loss Validation Loss Validation Precision Validation Recall Validation F1 Validation Accuracy Epoch
0.8107 0.5161 0.1270 0.1348 0.1308 0.8446 0
0.4721 0.3254 0.3232 0.2304 0.2690 0.9003 1
0.3198 0.2431 0.4776 0.5087 0.4926 0.9211 2
0.1784 0.1581 0.6741 0.6565 0.6652 0.9497 3
0.1177 0.1304 0.7890 0.7478 0.7679 0.9627 4
0.0666 0.1428 0.7545 0.7348 0.7445 0.9598 5
0.0499 0.1526 0.7456 0.7391 0.7424 0.9584 6
0.0339 0.1677 0.7945 0.7565 0.7751 0.9627 7
0.0261 0.1598 0.6996 0.7087 0.7041 0.9540 8
0.0178 0.1792 0.7668 0.7435 0.7550 0.9598 9
0.0127 0.1943 0.8186 0.7261 0.7696 0.9593 10
0.0102 0.1825 0.7890 0.7478 0.7679 0.9598 11
0.0083 0.1765 0.8102 0.7609 0.7848 0.9622 12
0.0062 0.1778 0.8018 0.7565 0.7785 0.9618 13
0.0062 0.1791 0.8073 0.7652 0.7857 0.9622 14

Framework versions

  • Transformers 4.38.2
  • TensorFlow 2.15.0
  • Tokenizers 0.15.2
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Dataset used to train damand2061/innermore-x-indobertweet-base-uncased