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fnet-base-finetuned-cola
Momorami/fnet-base-finetuned-cola
fnet-base-finetuned-cola is a text classification model from Momorami. 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
- fnet
- Access
- Public
- Created
- May 28, 2024
- Updated
- May 28, 2024
- SHA
- ea3cf07f
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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. -->
fnet-base-finetuned-cola
This model is a fine-tuned version of google/fnet-base on the GLUE COLA dataset. It achieves the following results on the evaluation set:
- Loss: 0.6476
- Matthews Correlation: 0.3934
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: 32
- eval_batch_size: 16
- 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 | Matthews Correlation |
|---|---|---|---|---|
| 0.61 | 1.0 | 268 | 0.5818 | 0.1606 |
| 0.5265 | 2.0 | 536 | 0.5489 | 0.3415 |
| 0.4161 | 3.0 | 804 | 0.5454 | 0.3451 |
| 0.3324 | 4.0 | 1072 | 0.5746 | 0.3869 |
| 0.2657 | 5.0 | 1340 | 0.6476 | 0.3934 |
Framework versions
- Transformers 4.42.0.dev0
- Pytorch 1.13.1
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- fnet
- License
- apache-2.0
- Languages
- en
- Created
- May 28, 2024
- Updated
- May 28, 2024