Please check out key bert :
https://maartengr.github.io/KeyBERT/guides/embeddings.html
You can use Keybert for embedded sentences and to embedded search queries & paragraphs.
Augmented SBERT is based on Bertcross-encoder to label a larger set of input pairs to augment the training data for the SBERT bi-encoder.
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