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saransh_biogpt
saransharora96/saransh_biogpt
saransh_biogpt is a token classification model from saransharora96. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Token Classification
- Library
- transformers
- License
- mit
- Model type
- gpt2
- Access
- Public
- Created
- Apr 22, 2023
- Updated
- May 13, 2023
- SHA
- ac8e3417
Try a prompt
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. -->
saransh_biogpt
This model is a fine-tuned version of microsoft/biogpt on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2022
- Precision: 0.3780
- Recall: 0.4015
- F1: 0.3894
- Accuracy: 0.9409
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 |
|---|---|---|---|---|---|---|---|
| 0.3116 | 1.0 | 679 | 0.2155 | 0.2667 | 0.3139 | 0.2884 | 0.9330 |
| 0.2212 | 2.0 | 1358 | 0.1951 | 0.3385 | 0.3355 | 0.3369 | 0.9396 |
| 0.1687 | 3.0 | 2037 | 0.2022 | 0.3780 | 0.4015 | 0.3894 | 0.9409 |
Framework versions
- Transformers 4.29.1
- Pytorch 2.0.0+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Token Classification
- Library
- transformers
- Type
- gpt2
- License
- mit
- Created
- Apr 22, 2023
- Updated
- May 13, 2023