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yelp_review_classification
Shunian/yelp_review_classification
yelp_review_classification is a text classification model from Shunian. 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. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Nov 5, 2022
- Updated
- Nov 5, 2022
- SHA
- 4fc85c22
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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. -->
yelp_review_classification
This model was trained from scratch on the yelp_review_full dataset. It achieves the following results on the evaluation set:
- Loss: 0.8517
- Accuracy: 0.6852
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: 5
Training results
| Training Loss | Epoch | Step | Accuracy | Validation Loss |
|---|---|---|---|---|
| 0.7149 | 1.0 | 40625 | 0.6889 | 0.7167 |
| 0.6501 | 2.0 | 81250 | 0.6967 | 0.6979 |
| 0.5547 | 3.0 | 121875 | 0.6915 | 0.7377 |
| 0.5375 | 4.0 | 162500 | 0.6895 | 0.7611 |
| 0.4386 | 5.0 | 203125 | 0.8517 | 0.6852 |
Framework versions
- Transformers 4.22.2
- Pytorch 1.12.1+cu102
- Datasets 2.5.2
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Nov 5, 2022
- Updated
- Nov 5, 2022