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NER_thai_phayathai
lunarlist/NER_thai_phayathai
NER_thai_phayathai is a token classification model from lunarlist. Use it when you need labels on individual words, such as names. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Token Classification
- Library
- transformers
- Model type
- camembert
- Access
- Public
- Created
- Dec 14, 2023
- Updated
- Dec 14, 2023
- SHA
- 96856b6a
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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. -->
NER_thai_phayathai
This model is a fine-tuned version of clicknext/phayathaibert on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2431
- Precision: 0.6569
- Recall: 0.7286
- F1: 0.6909
- Accuracy: 0.9292
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.464 | 1.0 | 651 | 0.2723 | 0.6152 | 0.6910 | 0.6509 | 0.9225 |
| 0.2648 | 2.0 | 1302 | 0.2464 | 0.6480 | 0.7263 | 0.6849 | 0.9284 |
| 0.228 | 3.0 | 1953 | 0.2506 | 0.6442 | 0.7316 | 0.6851 | 0.9261 |
| 0.1962 | 4.0 | 2604 | 0.2431 | 0.6569 | 0.7286 | 0.6909 | 0.9292 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu118
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Token Classification
- Library
- transformers
- Type
- camembert
- Created
- Dec 14, 2023
- Updated
- Dec 14, 2023