Notably tokenization for traditional search. LLMs use very different tokenization with very different goals
However, even though the approach is “old fashioned” it’s still widely used for English. I’m not sure there is a universal approach that semantic search could use that would be both fast and accurate?
At the end of the day people choose a tokenizer that matches their language.
I will update the article to make all this clearer though!