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bert-finetuned-ner
Thanhhoang1125/bert-finetuned-ner
bert-finetuned-ner is a machine learning model from Thanhhoang1125. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Aug 8, 2024
- Updated
- Aug 8, 2024
- SHA
- 1ad13a4c
Base models
Datasets
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 conll2003 dataset. It achieves the following results on the evaluation set:
- Loss: 0.0589
- Precision: 0.9316
- Recall: 0.9468
- F1: 0.9392
- Accuracy: 0.9861
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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.2318 | 1.0 | 878 | 0.0657 | 0.8957 | 0.9280 | 0.9116 | 0.9805 |
| 0.0451 | 2.0 | 1756 | 0.0604 | 0.9301 | 0.9446 | 0.9373 | 0.9858 |
| 0.0262 | 3.0 | 2634 | 0.0589 | 0.9316 | 0.9468 | 0.9392 | 0.9861 |
Framework versions
- Transformers 4.42.3
- Pytorch 2.1.2
- Datasets 2.20.0
- Tokenizers 0.19.1
- Type
- bert
- License
- apache-2.0
- Created
- Aug 8, 2024
- Updated
- Aug 8, 2024