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BERTweet-Hedge
ChrisLiewJY/BERTweet-Hedge
BERTweet-Hedge is a text classification model from ChrisLiewJY. 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.
Fine tuned VinAI's BERTweet base model on the Wiki Weasel 2.0 Corpus from the Szeged Uncertainty Corpus for hedge (linguistic uncertainty) detection in social media texts. Model was trained and optimised using Ray Tun…
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Model card
From the Hugging Face model README
Overview
Fine tuned VinAI's BERTweet base model on the Wiki Weasel 2.0 Corpus from the Szeged Uncertainty Corpus for hedge (linguistic uncertainty) detection in social media texts. Model was trained and optimised using Ray Tune's implementation of Deep Mind's Population Based Training with the arithmetic mean of Accuracy & F1 as its evaluation metric.
Labels
- LABEL_1 = Positive (Hedge is detected within text)
- LABEL_0 = Negative (No Hedges detected within text)
<a name="models2"></a> Model Performance
| Model | Accuracy | F1-Score | Accuracy & F1-Score |
|---|---|---|---|
BERTweet-Hedge | 0.9680 | 0.8765 | 0.9222 |
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Languages
- en
- Created
- Apr 16, 2022
- Updated
- Mar 31, 2023