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deberta-v3-base-amazon-reviews-multi
thainq107/deberta-v3-base-amazon-reviews-multi
deberta-v3-base-amazon-reviews-multi is a text classification model from thainq107. 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. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- deberta-v2
- Access
- Public
- Created
- Sep 8, 2023
- Updated
- Sep 8, 2023
- SHA
- 8a078946
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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. -->
deberta-v3-base-amazon-reviews-multi
This model is a fine-tuned version of microsoft/deberta-v3-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.9288
- Accuracy: 0.604
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5.0
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.9134 | 1.0 | 6250 | 0.9131 | 0.6012 |
| 0.8411 | 2.0 | 12500 | 0.9258 | 0.6008 |
| 0.7503 | 3.0 | 18750 | 0.9383 | 0.6038 |
| 0.621 | 4.0 | 25000 | 1.0527 | 0.6026 |
| 0.5088 | 5.0 | 31250 | 1.1826 | 0.5994 |
Framework versions
- Transformers 4.27.1
- Pytorch 2.0.1
- Datasets 2.9.0
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- deberta-v2
- License
- mit
- Created
- Sep 8, 2023
- Updated
- Sep 8, 2023