[jmknoll]

Did you mean to write LLMs instead of ML? Aren't traditional NLP techniques a subfield of ML?

[jeffnappi]

There's overlap, but many traditional NLP techniques are heuristics based. Here's an example: https://github.com/cjhutto/vaderSentiment