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bert-finetuned-ner
Natesh1199/bert-finetuned-ner
bert-finetuned-ner is a token classification model from Natesh1199. 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
- Oct 29, 2024
- Updated
- Oct 29, 2024
- SHA
- 831d35d7
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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: 0.1919
- Precision: 0.7833
- Recall: 0.8129
- F1: 0.7978
- Accuracy: 0.9384
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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.3342 | 1.0 | 638 | 0.2204 | 0.7304 | 0.7529 | 0.7415 | 0.9235 |
| 0.1957 | 2.0 | 1276 | 0.1986 | 0.7582 | 0.8031 | 0.7800 | 0.9329 |
| 0.142 | 3.0 | 1914 | 0.1919 | 0.7833 | 0.8129 | 0.7978 | 0.9384 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.5.0+cu121
- Datasets 3.0.2
- Tokenizers 0.19.1
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Oct 29, 2024
- Updated
- Oct 29, 2024