Downloads · 30 days
8
0% of all-time downloads
bioBERT-finetuned-financial-phrasebank
daniel-gordon/bioBERT-finetuned-financial-phrasebank
bioBERT-finetuned-financial-phrasebank is a text classification model from daniel-gordon. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
All-time downloads
2K
Public
Repo size
867 MB
Likes
1
Public
Repo makeup
Click a slice to open those files.
.bin433 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Nov 1, 2023
- Updated
- Nov 1, 2023
- SHA
- 61ad483c
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. -->
bioBERT-finetuned-financial-phrasebank
This model is a fine-tuned version of dmis-lab/biobert-v1.1 on the financial_phrasebank dataset. It achieves the following results on the evaluation set:
- Loss: 0.5118
- F1: 0.8775
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: 1
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| No log | 1.0 | 238 | 0.5118 | 0.8775 |
Framework versions
- Transformers 4.34.1
- Pytorch 2.1.0+cu118
- Datasets 2.14.6
- Tokenizers 0.14.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Nov 1, 2023
- Updated
- Nov 1, 2023