--- pipeline_tag: text-classification metrics: - accuracy --- # BERT Text Classification Model This is a simple demo model for text classification using BERT. ## Usage To use the model, you can call the `classify_text` function with a text input, and it will return the predicted class label. ```python text = "This is a positive review." predicted_class = classify_text(text) print("Predicted class:", predicted_class) Devlin, J., Chang, M. W., Lee, K., & Toutanova, K. (2018). BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. arXiv preprint arXiv:1810.04805.