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bert-finetuned-ner
Tabon/bert-finetuned-ner
bert-finetuned-ner is a token classification model from Tabon. Use it when you need labels on individual words, such as names. 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
- Task
- Token Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Nov 5, 2023
- Updated
- Nov 7, 2023
- SHA
- 3de9e1e2
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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. -->
bert-finetuned-ner
This model is a fine-tuned version of bert-base-cased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0060
- Precision: 0.9416
- Recall: 0.9635
- F1: 0.9525
- Accuracy: 0.9982
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: 0.0002
- 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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 425 | 0.0896 | 0.5233 | 0.5635 | 0.5427 | 0.9743 |
| 0.1502 | 2.0 | 850 | 0.0638 | 0.6245 | 0.7175 | 0.6678 | 0.9819 |
| 0.0912 | 3.0 | 1275 | 0.0302 | 0.8023 | 0.8344 | 0.8181 | 0.9918 |
| 0.049 | 4.0 | 1700 | 0.0127 | 0.8953 | 0.9352 | 0.9148 | 0.9965 |
| 0.0197 | 5.0 | 2125 | 0.0060 | 0.9416 | 0.9635 | 0.9525 | 0.9982 |
Framework versions
- Transformers 4.35.0
- Pytorch 2.1.0+cu118
- Datasets 2.14.6
- Tokenizers 0.14.1
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Nov 5, 2023
- Updated
- Nov 7, 2023