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yelp-model-5k-4Epoch
mogmyij/yelp-model-5k-4Epoch
yelp-model-5k-4Epoch is a text classification model from mogmyij. 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
- bert
- Access
- Public
- Created
- Feb 28, 2024
- Updated
- Feb 28, 2024
- SHA
- 3b6d38d4
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Base models
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-model-5k-4Epoch
This model is a fine-tuned version of google-bert/bert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.2157
- Accuracy: 0.613
- F1: 0.6193
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: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.7883 | 1.0 | 750 | 1.2225 | 0.543 | 0.5420 |
| 0.5912 | 2.0 | 1500 | 1.4199 | 0.591 | 0.5977 |
| 0.348 | 3.0 | 2250 | 2.0556 | 0.603 | 0.6083 |
| 0.1951 | 4.0 | 3000 | 2.2157 | 0.613 | 0.6193 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.1.0+cu121
- Datasets 2.17.1
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Feb 28, 2024
- Updated
- Feb 28, 2024