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metadata
license: mit
tags:
  - generated_from_trainer
base_model: indobenchmark/indobert-large-p2
model-index:
  - name: indonesia-election-topic-classification-undersampling-large-2
    results: []

indonesia-election-topic-classification-undersampling-large-2

This model is a fine-tuned version of indobenchmark/indobert-large-p2 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 2.0874
  • Balanced Accuracy: 0.6049

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: 5e-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: 14

Training results

Training Loss Epoch Step Validation Loss Balanced Accuracy
No log 1.0 187 1.1670 0.4974
No log 2.0 374 1.3128 0.4972
1.0656 3.0 561 1.2442 0.5636
1.0656 4.0 748 1.7556 0.5466
1.0656 5.0 935 1.9800 0.5699
0.3247 6.0 1122 2.0874 0.6049
0.3247 7.0 1309 2.3579 0.5744
0.3247 8.0 1496 2.2183 0.5861
0.0899 9.0 1683 2.2655 0.5765
0.0899 10.0 1870 2.3765 0.5875
0.0534 11.0 2057 2.3331 0.5971
0.0534 12.0 2244 2.4197 0.5922
0.0534 13.0 2431 2.4430 0.5983
0.031 14.0 2618 2.4522 0.5979

Framework versions

  • Transformers 4.41.2
  • Pytorch 2.1.2
  • Datasets 2.19.2
  • Tokenizers 0.19.1