Downloads · 30 days
7
27% of all-time downloads
biogpt-ner
ryderli/biogpt-ner
biogpt-ner is a token classification model from ryderli. 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. --
All-time downloads
26
Public
Parameters
347M
2.8 GB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors1.4 GB · 100%
At a glance
- Task
- Token Classification
- Library
- transformers
- License
- mit
- Model type
- gpt2
- Access
- Public
- Created
- May 16, 2025
- Updated
- May 16, 2025
- SHA
- df1110dc
Try a prompt
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. -->
biogpt-ner
This model is a fine-tuned version of microsoft/biogpt on the ncbi_disease dataset. It achieves the following results on the evaluation set:
- Loss: 0.2288
- Precision: 0.3155
- Recall: 0.2846
- F1: 0.2993
- Accuracy: 0.9324
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: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.339 | 1.0 | 680 | 0.2377 | 0.2436 | 0.2046 | 0.2224 | 0.9266 |
| 0.2522 | 2.0 | 1360 | 0.2307 | 0.2711 | 0.2452 | 0.2575 | 0.9306 |
| 0.2001 | 3.0 | 2040 | 0.2288 | 0.3155 | 0.2846 | 0.2993 | 0.9324 |
Framework versions
- Transformers 4.51.3
- Pytorch 2.6.0+cu124
- Datasets 3.6.0
- Tokenizers 0.21.1
- Task
- Token Classification
- Library
- transformers
- Type
- gpt2
- License
- mit
- Created
- May 16, 2025
- Updated
- May 16, 2025