Sentence-BERT with a Siamese Network
Learn how Sentence-BERT uses the Siamese network architecture for fine-tuning pre-trained BERT for sentence pair classification and sentence pair regression tasks.
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Sentence-BERT uses the Siamese network architecture for fine-tuning the pre-trained BERT model for sentence pair tasks. In this lesson, let's understand how the Siamese network architecture is useful and how we fine-tune the pre-trained BERT for sentence pair tasks. First, we will see how Sentence-BERT works for a sentence pair classification task, then we will learn how Sentence-BERT works for a sentence pair regression task.
Sentence pair classification task
Suppose we have a dataset containing sentence pairs and a binary label indicating whether the sentence pairs are similar (1) or dissimilar (0), as shown in the following figure:
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