Downloads · 30 days
17
0% of all-time downloads
bert-large-uncased-financial-phrasebank-allagree2
Farshid/bert-large-uncased-financial-phrasebank-allagree2
bert-large-uncased-financial-phrasebank-allagree2 is a text classification model from Farshid. Use it when you need a label for a piece of text. 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. --
All-time downloads
6.5K
Public
Repo size
4 GB
Likes
1
Public
Repo makeup
Click a slice to open those files.
.bin1.3 GB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Aug 9, 2022
- Updated
- Aug 10, 2022
- SHA
- 9803d45d
Try a prompt
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. -->
bert-large-uncased-financial-phrasebank-allagree2
This model is a fine-tuned version of bert-large-uncased on the financial_phrasebank dataset. It achieves the following results on the evaluation set:
- Loss: 0.0734
- Accuracy: 0.9912
- F1: 0.9911
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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.3209 | 1.0 | 227 | 0.1929 | 0.9558 | 0.9551 |
| 0.0821 | 2.0 | 454 | 0.0994 | 0.9867 | 0.9867 |
| 0.04 | 3.0 | 681 | 0.0685 | 0.9867 | 0.9866 |
| 0.0098 | 4.0 | 908 | 0.0980 | 0.9867 | 0.9867 |
| 0.0003 | 5.0 | 1135 | 0.0734 | 0.9912 | 0.9911 |
Framework versions
- Transformers 4.21.1
- Pytorch 1.12.0+cu113
- Datasets 2.4.0
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Aug 9, 2022
- Updated
- Aug 10, 2022