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spanish-intent-classifier
swapnasa/spanish-intent-classifier
spanish-intent-classifier is a text classification model from swapnasa. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- bert
- Access
- Public
- Created
- Jan 29, 2024
- Updated
- Jan 31, 2024
- SHA
- b3e3fd7d
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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. -->
spanish-intent-classifier
This model is a fine-tuned version of Recognai/bert-base-spanish-wwm-cased-xnli on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.3130
- Accuracy: 0.9418
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: 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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.3007 | 1.0 | 17067 | 0.2598 | 0.9332 |
| 0.221 | 2.0 | 34134 | 0.2848 | 0.9408 |
| 0.1046 | 3.0 | 51201 | 0.3130 | 0.9418 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- mit
- Created
- Jan 29, 2024
- Updated
- Jan 31, 2024