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SingPurcBERT-Katch-0329-v2
MSParkDev/SingPurcBERT-Katch-0329-v2
SingPurcBERT-Katch-0329-v2 is a machine learning model from MSParkDev. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Mar 29, 2024
- Updated
- Mar 29, 2024
- SHA
- 7599ec41
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
SingPurcBERT-Katch-0329-v2
This model is a fine-tuned version of google-bert/bert-base-multilingual-cased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4923
- Accuracy: 0.7693
- F1: 0.7689
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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.4756 | 1.0 | 2522 | 0.4923 | 0.7693 | 0.7689 |
| 0.4137 | 2.0 | 5044 | 0.5065 | 0.7908 | 0.7906 |
| 0.388 | 3.0 | 7566 | 0.5142 | 0.7985 | 0.7985 |
| 0.3482 | 4.0 | 10088 | 0.6883 | 0.7971 | 0.7971 |
| 0.349 | 5.0 | 12610 | 0.8783 | 0.7908 | 0.7904 |
| 0.3124 | 6.0 | 15132 | 0.8833 | 0.7865 | 0.7864 |
| 0.2986 | 7.0 | 17654 | 0.9290 | 0.7880 | 0.7880 |
| 0.2404 | 8.0 | 20176 | 1.1548 | 0.7847 | 0.7846 |
| 0.2243 | 9.0 | 22698 | 1.2760 | 0.7837 | 0.7836 |
| 0.1488 | 10.0 | 25220 | 1.3746 | 0.7831 | 0.7830 |
Framework versions
- Transformers 4.36.0.dev0
- Pytorch 2.0.0
- Datasets 2.14.5
- Tokenizers 0.14.1
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Mar 29, 2024
- Updated
- Mar 29, 2024