Neural CRF Model for Sentence Alignment in Text Simplification
Table 10: The thresholds in paragraph alignment Algorithm 2 for Newsela data.
['[BOLD] Threshold', '[BOLD] Value']
For the sentence encoder, we used Huggingface implementationWolf et al. When fine-tuning the BERT model, we use the representation of [CLS] token for classification. We use cross entropy loss and update the weights in all layers.