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stance-detection-classification-model
alex2awesome/stance-detection-classification-model
stance-detection-classification-model is a text classification model from alex2awesome. 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.
Stance detection model distilled from a news dataset label by a larger model. The larger model was trained on a combination of stance datasets in the literature:
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bart
- Access
- Public
- Created
- Jan 4, 2024
- Updated
- Jan 4, 2024
- SHA
- 09183480
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Model card
From the Hugging Face model README
Stance detection model distilled from a news dataset label by a larger model. The larger model was trained on a combination of stance datasets in the literature:
FNC-1 (Pomerleau and Rao, 2017), Perspectrum (Chen et al., 2019), ARC (Habernal et al., 2017), Emergent (Ferreira and Vlachos, 2016) NewsClaims (Reddy et al., 2021)7.
Acheives this score on distilled data. Hand-checked data to come, but similar models with similar scores achieved a 0.57.
"eval_samples": 6482,
"test_f1": 0.43183643890513856,
"test_loss": 2.9971516132354736,
"test_runtime": 46.1838,
"test_samples_per_second": 140.352,
"test_steps_per_second": 8.791
}```
- Task
- Text Classification
- Library
- transformers
- Type
- bart
- License
- apache-2.0
- Languages
- en
- Created
- Jan 4, 2024
- Updated
- Jan 4, 2024