Comparing similarity of pieces of text?

[bright brook]

Is it possible to convert a piece of text to an intermediate represnetation like an embedding vector(s), then use these to compare and group many of these pieces of text?

[brave vector]

Yes, that is what a lot of vector search engines do

The idea that those embeddings capture semantic meaning of texts and are grouped together with similarly semantic texts