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jameslktoday at 5:44 PM4 repliesview on HN

> You are an expert analyst evaluating how exposed different occupations are to AI. You will be given a detailed description of an occupation from the Bureau of Labor Statistics.

> Rate the occupation's overall AI Exposure on a scale from 0 to 10.

Are LLMs good at scoring? In my experience, using an LLM for scoring things usually produces arbitrary results. I'm surprised to see Karpathy employ it


Replies

kingstnaptoday at 9:07 PM

In my experience LLMs often have really solid insights in the thinking chains then vomit a nonsense score that doesn't make sense.

Now I'm not sure if this is actually an LLM only thing. Because I think people probably do similar when you ask them to give a number to things without providing a concrete grading rubric...

Imnimotoday at 6:14 PM

The fact that the LLM appears to never assign an actual 0 or 10 makes me suspicious. Especially when the prompt includes explicit examples of what counts as a 10.

ranyumetoday at 5:57 PM

No. LLMs aren't experts in subjects. They can answer things in a confident manner, but nobody optimized LLMs to perform good analysis yet.

bwestergardtoday at 6:09 PM

Let's ask the LLM to score how good it would be at scoring jobs from LLM exposure... /s