robeczech_lr1e-05_bs8_train287
This model is a fine-tuned version of ufal/robeczech-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1992
- Precision: 0.9427
- Recall: 0.9523
- F1: 0.9475
- Accuracy: 0.9694
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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 30
Training results
Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
---|---|---|---|---|---|---|---|
No log | 1.0 | 36 | 1.4794 | 0.0 | 0.0 | 0.0 | 0.5666 |
No log | 2.0 | 72 | 1.0189 | 0.4090 | 0.4104 | 0.4097 | 0.7275 |
No log | 3.0 | 108 | 0.7386 | 0.7125 | 0.7050 | 0.7087 | 0.8612 |
No log | 4.0 | 144 | 0.5270 | 0.8403 | 0.8387 | 0.8395 | 0.9215 |
No log | 5.0 | 180 | 0.4245 | 0.8699 | 0.8909 | 0.8802 | 0.9372 |
No log | 6.0 | 216 | 0.3600 | 0.8917 | 0.8909 | 0.8913 | 0.9443 |
No log | 7.0 | 252 | 0.3263 | 0.8931 | 0.8957 | 0.8944 | 0.9462 |
No log | 8.0 | 288 | 0.3094 | 0.8892 | 0.8986 | 0.8939 | 0.9456 |
No log | 9.0 | 324 | 0.2963 | 0.8948 | 0.8991 | 0.8969 | 0.9470 |
No log | 10.0 | 360 | 0.2797 | 0.8947 | 0.9025 | 0.8986 | 0.9483 |
No log | 11.0 | 396 | 0.2715 | 0.8991 | 0.9039 | 0.9015 | 0.9498 |
No log | 12.0 | 432 | 0.2535 | 0.9033 | 0.9116 | 0.9075 | 0.9525 |
No log | 13.0 | 468 | 0.2393 | 0.9261 | 0.9256 | 0.9259 | 0.9607 |
0.5667 | 14.0 | 504 | 0.2368 | 0.9305 | 0.9252 | 0.9278 | 0.9617 |
0.5667 | 15.0 | 540 | 0.2184 | 0.9350 | 0.9382 | 0.9366 | 0.9657 |
0.5667 | 16.0 | 576 | 0.2142 | 0.9341 | 0.9382 | 0.9362 | 0.9655 |
0.5667 | 17.0 | 612 | 0.2131 | 0.9332 | 0.9372 | 0.9352 | 0.9642 |
0.5667 | 18.0 | 648 | 0.2027 | 0.9456 | 0.9401 | 0.9429 | 0.9686 |
0.5667 | 19.0 | 684 | 0.1993 | 0.9408 | 0.9440 | 0.9424 | 0.9686 |
0.5667 | 20.0 | 720 | 0.1966 | 0.9427 | 0.9445 | 0.9436 | 0.9694 |
0.5667 | 21.0 | 756 | 0.1928 | 0.9468 | 0.9459 | 0.9464 | 0.9701 |
Framework versions
- Transformers 4.51.3
- Pytorch 2.6.0+cu124
- Datasets 3.5.0
- Tokenizers 0.21.1
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Base model
ufal/robeczech-base