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Are you talking about sentence/text chunk embeddings, or just embeddings in general?

If you need high quality text embeddings (e. g to use with a vector DB for text chunk retrieval), they they are going to come from the output of a language model, either a local one or using an embeddings API.

Other embeddings are normally going to be learnt in end-to-end fashion.



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