The one thing to add though is that an "expert" LLM doesn't necessarily have to be a reasoning LLM (you could have one that answers biology Q&As perfectly without reasoning steps involved).
Similarly, you can have a generalist reasoning LLM that is not an expert in one
Expert LLMs Don’t Require Reasoning Capabilities
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