Ask HN: Should I use LLMs for NLP such as sentiment analysis or classification?

I see people are using LLms for summarising long text( I think edge bing also suggests this) and was wondering what's the current state of art for more traditional NLP applications? Are they still valid or LLMs won in those areas as well