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What's the cost (broadly speaking, not in your specific case) of doing the same work an LLM would have done without the LLM though?
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In the Jev use case, LLMs are horribly uncalibrated. In general, they will not produce good probability estimates.

Their generality also comes with a latency/computation costs.

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For the Jev use case for LLMs, do you mean having the LLM produce a probability as text?
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