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My computational linguistics professor in grad school (who went to do do NLP research at Google) always said, "Do the dumb thing first!"

You have to admit that expecting general LLMs to automatically be domain experts everywhere is kind of a dumb thing, though!

They beat a 2-year old 3B LLM. I bet even GPT3.5 will beat their model, even without RAG.