output
This model is a fine-tuned version of line-corporation/line-distilbert-base-japanese on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3471
- Accuracy: 0.8672
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: 0.0001
- train_batch_size: 64
- eval_batch_size: 8
- seed: 42
- distributed_type: tpu
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 30
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy |
---|---|---|---|---|
No log | 1.0 | 306 | 0.3968 | 0.8594 |
0.4221 | 2.0 | 612 | 0.3889 | 0.8594 |
0.4221 | 3.0 | 918 | 0.3814 | 0.8594 |
0.4026 | 4.0 | 1224 | 0.3775 | 0.8594 |
0.396 | 5.0 | 1530 | 0.3724 | 0.8594 |
0.396 | 6.0 | 1836 | 0.3707 | 0.8594 |
0.392 | 7.0 | 2142 | 0.3721 | 0.8594 |
0.392 | 8.0 | 2448 | 0.3653 | 0.8594 |
0.3898 | 9.0 | 2754 | 0.3765 | 0.8613 |
0.3835 | 10.0 | 3060 | 0.3572 | 0.8594 |
0.3835 | 11.0 | 3366 | 0.3664 | 0.8613 |
0.3869 | 12.0 | 3672 | 0.3568 | 0.8613 |
0.3869 | 13.0 | 3978 | 0.3583 | 0.8613 |
0.3825 | 14.0 | 4284 | 0.3526 | 0.8613 |
0.3813 | 15.0 | 4590 | 0.3581 | 0.8613 |
0.3813 | 16.0 | 4896 | 0.3553 | 0.8613 |
0.3759 | 17.0 | 5202 | 0.3504 | 0.8613 |
0.3788 | 18.0 | 5508 | 0.3490 | 0.8613 |
0.3788 | 19.0 | 5814 | 0.3520 | 0.8613 |
0.3754 | 20.0 | 6120 | 0.3450 | 0.8613 |
0.3754 | 21.0 | 6426 | 0.3494 | 0.8633 |
0.3748 | 22.0 | 6732 | 0.3491 | 0.8633 |
0.3775 | 23.0 | 7038 | 0.3499 | 0.8633 |
0.3775 | 24.0 | 7344 | 0.3494 | 0.8633 |
0.3748 | 25.0 | 7650 | 0.3504 | 0.8672 |
0.3748 | 26.0 | 7956 | 0.3495 | 0.8672 |
0.3701 | 27.0 | 8262 | 0.3454 | 0.8633 |
0.3712 | 28.0 | 8568 | 0.3472 | 0.8633 |
0.3712 | 29.0 | 8874 | 0.3478 | 0.8672 |
0.3751 | 30.0 | 9180 | 0.3471 | 0.8672 |
Framework versions
- Transformers 4.34.0
- Pytorch 2.0.0+cu118
- Datasets 2.14.5
- Tokenizers 0.14.0
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