Downloads · 30 days
9
2% of all-time downloads
Goodreads_Books_Reviews_Roberta_50
lilouuch/Goodreads_Books_Reviews_Roberta_50
Goodreads_Books_Reviews_Roberta_50 is a text classification model from lilouuch. Use it when you need a label for a piece of text. 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
587
Public
Repo size
2.5 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin499 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- roberta
- Access
- Public
- Created
- Jan 28, 2023
- Updated
- Jan 30, 2023
- SHA
- a007488a
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. -->
Goodreads_Books_Reviews_Roberta_50
This model is a fine-tuned version of roberta-base on the Goodreads Books Reviews dataset. It achieves the following results on the evaluation set:
- Loss: 0.9495
- F1: 0.6527
- Accuracy: 0.6523
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 | Accuracy |
|---|---|---|---|---|---|
| 0.9353 | 1.0 | 5055 | 0.9340 | 0.6180 | 0.6223 |
| 0.852 | 2.0 | 10110 | 0.9152 | 0.6328 | 0.6378 |
| 0.7486 | 3.0 | 15165 | 0.9268 | 0.6515 | 0.6510 |
| 0.6904 | 4.0 | 20220 | 0.9495 | 0.6527 | 0.6523 |
Framework versions
- Transformers 4.20.1
- Pytorch 1.11.0
- Datasets 2.1.0
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Created
- Jan 28, 2023
- Updated
- Jan 30, 2023