Yes, that's the sort of thing that's now much better. See here for discussion about using transformers in v3: https://nightly.spacy.io/usage/embeddings-transfor

Yes, that's the sort of thing that's now much better. See here for discussion about using transformers in v3: https://nightly.spacy.io/usage/embeddings-transformers https://nightly.spacy.io/usage/embeddings-transformers Document similarity is a tricky thing to get into the main API though, which is organised around the idea of sending a Doc through a sequence of steps, each of which adds or updates annotations. The signature for document similarity is fundamentally different. In the end we decided to not try to shoe-horn it in. Not everything needs to be one function call. So document relation predictions (including document similarity) wouldn't be a standard pipeline component.