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default-longformer-base-4096-finetuned-cola
alanwang8/default-longformer-base-4096-finetuned-cola
default-longformer-base-4096-finetuned-cola is a text classification model from alanwang8. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- longformer
- Access
- Public
- Created
- Jul 11, 2022
- Updated
- Jul 17, 2022
- SHA
- df392873
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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. -->
longformer-base-4096-finetuned-cola
This model is a fine-tuned version of allenai/longformer-base-4096 on the glue dataset. It achieves the following results on the evaluation set:
- Loss: 0.7005
- Matthews Correlation: 0.0
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: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
|---|---|---|---|---|
| No log | 1.0 | 268 | 0.7005 | 0.0 |
| 0.6995 | 2.0 | 536 | 0.6960 | -0.0043 |
| 0.6995 | 3.0 | 804 | 0.6976 | -0.0057 |
| 0.6962 | 4.0 | 1072 | 0.6983 | -0.0123 |
| 0.6962 | 5.0 | 1340 | 0.6977 | -0.0529 |
Framework versions
- Transformers 4.20.1
- Pytorch 1.12.0+cu102
- Datasets 2.3.2
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- longformer
- Created
- Jul 11, 2022
- Updated
- Jul 17, 2022