me5-small-preskripsi-multiclass
This model is a fine-tuned version of intfloat/multilingual-e5-small on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8429
- Accuracy: 0.6067
- F1: 0.5847
- Precision: 0.5939
- Recall: 0.5836
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: 32
- eval_batch_size: 32
- 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: 15
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
---|---|---|---|---|---|---|---|
1.0496 | 1.0 | 1850 | 0.9913 | 0.5331 | 0.4339 | 0.5863 | 0.4787 |
0.9587 | 2.0 | 3700 | 0.9192 | 0.5672 | 0.5225 | 0.5576 | 0.5306 |
0.9183 | 3.0 | 5550 | 0.8934 | 0.5730 | 0.5267 | 0.5688 | 0.5357 |
0.9016 | 4.0 | 7400 | 0.8801 | 0.5879 | 0.5683 | 0.5701 | 0.5705 |
0.891 | 5.0 | 9250 | 0.8707 | 0.5863 | 0.5475 | 0.5795 | 0.5521 |
0.8842 | 6.0 | 11100 | 0.8623 | 0.5963 | 0.5758 | 0.5812 | 0.5752 |
0.8811 | 7.0 | 12950 | 0.8563 | 0.6006 | 0.5776 | 0.5849 | 0.5776 |
0.8761 | 8.0 | 14800 | 0.8532 | 0.6016 | 0.5815 | 0.5872 | 0.5805 |
0.874 | 9.0 | 16650 | 0.8520 | 0.5977 | 0.5670 | 0.5940 | 0.5679 |
0.8733 | 10.0 | 18500 | 0.8492 | 0.6021 | 0.5782 | 0.5931 | 0.5770 |
0.8717 | 11.0 | 20350 | 0.8466 | 0.6031 | 0.5787 | 0.5934 | 0.5777 |
0.8691 | 12.0 | 22200 | 0.8444 | 0.6063 | 0.5829 | 0.5932 | 0.5822 |
0.8675 | 13.0 | 24050 | 0.8448 | 0.6060 | 0.5849 | 0.5950 | 0.5833 |
0.866 | 14.0 | 25900 | 0.8434 | 0.6051 | 0.5794 | 0.5947 | 0.5788 |
0.8672 | 15.0 | 27750 | 0.8429 | 0.6067 | 0.5847 | 0.5939 | 0.5836 |
Framework versions
- Transformers 4.47.1
- Pytorch 2.5.1+cu121
- Datasets 3.2.0
- Tokenizers 0.21.0
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Model tree for masa-research/me5-small-preskripsi-multiclass
Base model
intfloat/multilingual-e5-small