afaji / fine-tuned-IndoNLI-Basic-with-indobert-base-uncased

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Total runs: 7
24-hour runs: 0
7-day runs: 1
30-day runs: -16
Model's Last Updated: February 25 2023
text-classification

Introduction of fine-tuned-IndoNLI-Basic-with-indobert-base-uncased

Model Details of fine-tuned-IndoNLI-Basic-with-indobert-base-uncased

fine-tuned-IndoNLI-Basic-with-indobert-base-uncased

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

  • Loss: 0.7758
  • Accuracy: 0.7761
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: 16
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.06
  • num_epochs: 16
Training results
Training Loss Epoch Step Validation Loss Accuracy
1.0858 1.0 161 0.9459 0.5230
0.8345 2.0 322 0.7373 0.6978
0.714 3.0 483 0.6561 0.7401
0.6385 4.0 644 0.6023 0.7679
0.541 5.0 805 0.5944 0.7756
0.4812 6.0 966 0.6186 0.7729
0.4285 7.0 1127 0.6241 0.7806
0.3847 8.0 1288 0.6587 0.7820
0.3295 9.0 1449 0.6775 0.7770
0.2998 10.0 1610 0.7086 0.7806
0.2585 11.0 1771 0.7179 0.7779
0.2409 12.0 1932 0.7355 0.7797
0.218 13.0 2093 0.7490 0.7729
0.204 14.0 2254 0.7683 0.7751
0.1981 15.0 2415 0.7748 0.7770
0.1956 16.0 2576 0.7758 0.7761
Framework versions
  • Transformers 4.26.1
  • Pytorch 1.13.1+cu117
  • Datasets 2.2.0
  • Tokenizers 0.13.2

Runs of afaji fine-tuned-IndoNLI-Basic-with-indobert-base-uncased on huggingface.co

7
Total runs
0
24-hour runs
0
3-day runs
1
7-day runs
-16
30-day runs

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