spellcorrector_20_02_050_qwerty_v13
This model is a fine-tuned version of Buseak/spellcorrector_20_02_050_qwerty_v11 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0000
- Precision: 1.0
- Recall: 0.9995
- F1: 0.9997
- Accuracy: 1.0000
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: 2e-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: 20
Training results
Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
---|---|---|---|---|---|---|---|
0.0398 | 1.0 | 967 | 0.0161 | 0.9941 | 0.9898 | 0.9919 | 0.9953 |
0.0227 | 2.0 | 1934 | 0.0103 | 0.9952 | 0.9919 | 0.9935 | 0.9970 |
0.017 | 3.0 | 2901 | 0.0072 | 0.9936 | 0.9957 | 0.9946 | 0.9978 |
0.0126 | 4.0 | 3868 | 0.0048 | 0.9978 | 0.9946 | 0.9962 | 0.9986 |
0.0104 | 5.0 | 4835 | 0.0034 | 0.9989 | 0.9973 | 0.9981 | 0.9990 |
0.0082 | 6.0 | 5802 | 0.0022 | 0.9989 | 0.9979 | 0.9984 | 0.9993 |
0.0064 | 7.0 | 6769 | 0.0015 | 0.9989 | 0.9973 | 0.9981 | 0.9996 |
0.0055 | 8.0 | 7736 | 0.0013 | 0.9995 | 0.9989 | 0.9992 | 0.9996 |
0.0042 | 9.0 | 8703 | 0.0007 | 0.9989 | 0.9979 | 0.9984 | 0.9998 |
0.0035 | 10.0 | 9670 | 0.0004 | 0.9995 | 0.9989 | 0.9992 | 0.9999 |
0.0032 | 11.0 | 10637 | 0.0003 | 0.9995 | 0.9989 | 0.9992 | 0.9999 |
0.0025 | 12.0 | 11604 | 0.0002 | 0.9995 | 0.9989 | 0.9992 | 1.0000 |
0.0022 | 13.0 | 12571 | 0.0002 | 0.9995 | 0.9989 | 0.9992 | 1.0000 |
0.002 | 14.0 | 13538 | 0.0001 | 1.0 | 0.9989 | 0.9995 | 1.0000 |
0.0015 | 15.0 | 14505 | 0.0001 | 0.9995 | 1.0 | 0.9997 | 1.0000 |
0.0013 | 16.0 | 15472 | 0.0001 | 0.9995 | 1.0 | 0.9997 | 1.0000 |
0.0012 | 17.0 | 16439 | 0.0001 | 1.0 | 1.0 | 1.0 | 1.0000 |
0.001 | 18.0 | 17406 | 0.0000 | 1.0 | 0.9995 | 0.9997 | 1.0000 |
0.0009 | 19.0 | 18373 | 0.0000 | 1.0 | 0.9995 | 0.9997 | 1.0000 |
0.0009 | 20.0 | 19340 | 0.0000 | 1.0 | 0.9995 | 0.9997 | 1.0000 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.1.0+cu121
- Datasets 2.17.1
- Tokenizers 0.15.2
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