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distilbert-cased-reviews-v1
Lajdre/distilbert-cased-reviews-v1
distilbert-cased-reviews-v1 is a text classification model from Lajdre. 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. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Dec 29, 2023
- Updated
- Jan 1, 2024
- SHA
- d63018ab
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. -->
distilbert-cased-reviews-v1
This model is a fine-tuned version of distilbert-base-cased on yyu/amazon-attrprompt dataset. It achieves the following results on the evaluation set:
- Loss: 1.9022
- Accuracy: {'accuracy': 0.7478260869565218}
- F1 Score: {'f1': 0.7350319489971969}
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: 5e-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: 3.0
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Score |
|---|---|---|---|---|---|
| 0.2514 | 1.0 | 1728 | 1.8422 | {'accuracy': 0.7347826086956522} | {'f1': 0.7217427746565059} |
| 0.2709 | 2.0 | 3456 | 1.8755 | {'accuracy': 0.7347826086956522} | {'f1': 0.7200496580345588} |
| 0.0912 | 3.0 | 5184 | 1.9022 | {'accuracy': 0.7478260869565218} | {'f1': 0.7350319489971969} |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.0
- Tokenizers 0.15.0
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Languages
- en
- Created
- Dec 29, 2023
- Updated
- Jan 1, 2024