Nice article!

Semantic representation should become the main approach as LLMs keep growing and covering more topics.

I tested on Q&A and it is very efficient! you can also rely on embeddings for Classification and Clustering ; it removes the need for text preprocessing (check my post: "Effortless State of the art NLP classification").