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funnel-test-512
lectura/funnel-test-512
funnel-test-512 is a text classification model from lectura. 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
- funnel
- Access
- Public
- Created
- Jan 11, 2024
- Updated
- Jan 11, 2024
- SHA
- d57e53b6
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Base models
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. -->
funnel-test-512
This model is a fine-tuned version of funnel-transformer/xlarge-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4556
- Accuracy: 0.8041
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: 1e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.6108 | 0.2 | 59 | 0.6724 | 0.6460 |
| 0.651 | 0.4 | 118 | 0.6463 | 0.6451 |
| 0.6052 | 0.61 | 177 | 0.6210 | 0.6424 |
| 0.4588 | 0.81 | 236 | 0.4556 | 0.8041 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.0.1
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Text Classification
- Library
- transformers
- Type
- funnel
- License
- apache-2.0
- Created
- Jan 11, 2024
- Updated
- Jan 11, 2024