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MovieBertReview-SentimentPrediction-Model
Afia-manubea/MovieBertReview-SentimentPrediction-Model
MovieBertReview-SentimentPrediction-Model is a text classification model from Afia-manubea. 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
- Jan 9, 2024
- Updated
- Jan 10, 2024
- SHA
- 9e5becc2
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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. -->
MovieBertReview-SentimentPrediction-Model
This model is a fine-tuned version of bert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2948
- Accuracy: 0.8714
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: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- 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 |
|---|---|---|---|---|
| 0.3819 | 1.0 | 625 | 0.2948 | 0.8714 |
| 0.236 | 2.0 | 1250 | 0.3377 | 0.8896 |
| 0.158 | 3.0 | 1875 | 0.3562 | 0.8914 |
| 0.053 | 4.0 | 2500 | 0.5178 | 0.894 |
| 0.032 | 5.0 | 3125 | 0.5441 | 0.8946 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Jan 9, 2024
- Updated
- Jan 10, 2024