metadata
license: apache-2.0
tags:
- generated_from_trainer
base_model: indolem/indobertweet-base-uncased
model-index:
- name: indonesia-election-topic-classification-undersampling-double-ovr
results: []
indonesia-election-topic-classification-undersampling-double-ovr
This model is a fine-tuned version of indolem/indobertweet-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.5974
- Balanced Accuracy: 0.7667
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 | 201 | 1.0434 | 0.6784 |
| No log | 2.0 | 402 | 0.8096 | 0.7479 |
| 1.0106 | 3.0 | 603 | 1.0421 | 0.7634 |
| 1.0106 | 4.0 | 804 | 1.1982 | 0.7483 |
| 0.2636 | 5.0 | 1005 | 1.3720 | 0.7504 |
| 0.2636 | 6.0 | 1206 | 1.4238 | 0.7398 |
| 0.2636 | 7.0 | 1407 | 1.5469 | 0.7491 |
| 0.0802 | 8.0 | 1608 | 1.5200 | 0.7548 |
| 0.0802 | 9.0 | 1809 | 1.5341 | 0.7620 |
| 0.0464 | 10.0 | 2010 | 1.6248 | 0.7560 |
| 0.0464 | 11.0 | 2211 | 1.6143 | 0.7632 |
| 0.0464 | 12.0 | 2412 | 1.5974 | 0.7667 |
| 0.0285 | 13.0 | 2613 | 1.6216 | 0.7644 |
| 0.0285 | 14.0 | 2814 | 1.6438 | 0.7623 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.1.2
- Datasets 2.19.2
- Tokenizers 0.19.1