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biobert-v1.1-BC2GM-IOBES
sujeongh/biobert-v1.1-BC2GM-IOBES
biobert-v1.1-BC2GM-IOBES is a machine learning model from sujeongh. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Model type
- bert
- Access
- Public
- Created
- Sep 1, 2024
- Updated
- Sep 1, 2024
- SHA
- a7e94d9f
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. -->
biobert-v1.1-BC2GM-IOBES
This model was trained from scratch on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2095
- Precision: 0.4505
- Recall: 0.4762
- F1: 0.4630
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: 1e-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 |
|---|---|---|---|---|---|---|
| 0.1812 | 1.0 | 2 | 0.2149 | 0.4706 | 0.4571 | 0.4638 |
| 0.1812 | 2.0 | 4 | 0.2109 | 0.4519 | 0.4476 | 0.4498 |
| 0.1812 | 3.0 | 6 | 0.2095 | 0.4505 | 0.4762 | 0.4630 |
Framework versions
- Transformers 4.28.1
- Pytorch 2.3.1+cu121
- Datasets 2.19.1
- Tokenizers 0.13.3
- Type
- bert
- Created
- Sep 1, 2024
- Updated
- Sep 1, 2024