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mobilebert_sa_GLUE_Experiment_data_aug_cola_128
gokuls/mobilebert_sa_GLUE_Experiment_data_aug_cola_128
mobilebert_sa_GLUE_Experiment_data_aug_cola_128 is a text classification model from gokuls. 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
- mobilebert
- Access
- Public
- Created
- Feb 1, 2023
- Updated
- Feb 2, 2023
- SHA
- c49b0c6a
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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. -->
mobilebert_sa_GLUE_Experiment_data_aug_cola_128
This model is a fine-tuned version of google/mobilebert-uncased on the GLUE COLA dataset. It achieves the following results on the evaluation set:
- Loss: 0.6624
- Matthews Correlation: 0.0618
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: 128
- eval_batch_size: 128
- seed: 10
- distributed_type: multi-GPU
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
|---|---|---|---|---|
| 0.5456 | 1.0 | 1669 | 0.6624 | 0.0618 |
| 0.4572 | 2.0 | 3338 | 0.7774 | 0.0514 |
| 0.419 | 3.0 | 5007 | 0.8469 | 0.0931 |
| 0.3649 | 4.0 | 6676 | 0.8748 | 0.1011 |
| 0.3117 | 5.0 | 8345 | 1.0732 | 0.0824 |
| 0.2698 | 6.0 | 10014 | 1.2173 | 0.0618 |
Framework versions
- Transformers 4.26.0
- Pytorch 1.14.0a0+410ce96
- Datasets 2.9.0
- Tokenizers 0.13.2
- Task
- Text Classification
- Library
- transformers
- Type
- mobilebert
- License
- apache-2.0
- Languages
- en
- Created
- Feb 1, 2023
- Updated
- Feb 2, 2023