I'm not understanding how that works compared to having the full text? Does the embedding structure somehow expose the themes? And if so, is it more the embedd

I'm not understanding how that works compared to having the full text? Does the embedding structure somehow expose the themes? And if so, is it more the embeddings that are answering the question by how it groups things?