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platzi-distilroberta-base-mrpc-glue-alejandro-arroyo
platzi/platzi-distilroberta-base-mrpc-glue-alejandro-arroyo
platzi-distilroberta-base-mrpc-glue-alejandro-arroyo is a text classification model from platzi. 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
- Sep 15, 2023
- Updated
- Sep 15, 2023
- SHA
- 5f40bd06
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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. -->
platzi-distilroberta-base-mrpc-glue-alejandro-arroyo
This model is a fine-tuned version of distilroberta-base on the glue dataset. It achieves the following results on the evaluation set:
- Loss: 0.9465
- Accuracy: 0.8358
- F1: 0.8866
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: 8
- eval_batch_size: 8
- 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 |
|---|---|---|---|---|---|
| 0.4531 | 1.09 | 500 | 0.5192 | 0.8064 | 0.8636 |
| 0.2895 | 2.18 | 1000 | 1.0305 | 0.8186 | 0.8729 |
| 0.166 | 3.27 | 1500 | 0.9465 | 0.8358 | 0.8866 |
Framework versions
- Transformers 4.33.2
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Created
- Sep 15, 2023
- Updated
- Sep 15, 2023