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voiceassistant-intent-distilbert-clinc150
yuashi/voiceassistant-intent-distilbert-clinc150
voiceassistant-intent-distilbert-clinc150 is a text classification model from yuashi. 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
- distilbert
- Access
- Public
- Created
- Aug 16, 2026
- Updated
- Aug 16, 2026
- SHA
- 0d070a6a
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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. -->
voiceassistant-intent-distilbert-clinc150
This model is a fine-tuned version of distilbert-base-uncased on clinc_oos dataset. It achieves the following results on the evaluation set:
- Loss: 0.5123
- Accuracy: 0.8818
- F1 Macro: 0.9090
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: 3e-05
- train_batch_size: 32
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Macro |
|---|---|---|---|---|---|
| No log | 1.0 | 477 | 1.8080 | 0.8313 | 0.8251 |
| 3.4255 | 2.0 | 954 | 0.5902 | 0.9229 | 0.9266 |
| 0.9815 | 3.0 | 1431 | 0.3297 | 0.9381 | 0.9423 |
| 0.3066 | 4.0 | 1908 | 0.2674 | 0.9442 | 0.9479 |
| 0.1389 | 5.0 | 2385 | 0.2574 | 0.9445 | 0.9482 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.13.0+cu126
- Datasets 2.21.0
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Aug 16, 2026
- Updated
- Aug 16, 2026