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nli-roberta-base-finetuned-for-amazon-review-ratings2
mrhalim2001/nli-roberta-base-finetuned-for-amazon-review-ratings2
nli-roberta-base-finetuned-for-amazon-review-ratings2 is a text classification model from mrhalim2001. 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
- roberta
- Access
- Public
- Created
- Aug 18, 2023
- Updated
- Aug 18, 2023
- SHA
- 6a2b8671
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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. -->
nli-roberta-base-finetuned-for-amazon-review-ratings2
This model is a fine-tuned version of cross-encoder/nli-roberta-base on the amazon_reviews_multi dataset. It achieves the following results on the evaluation set:
- Loss: 1.0153
- Meanabsoluteerror: 0.538
- Accuracy: 0.55
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: 64
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
Training results
| Training Loss | Epoch | Step | Validation Loss | Meanabsoluteerror | Accuracy |
|---|---|---|---|---|---|
| 1.1358 | 1.0 | 313 | 1.0153 | 0.538 | 0.55 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Created
- Aug 18, 2023
- Updated
- Aug 18, 2023