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Entropy is a kind of creativity. I will die on this hill.





If you ask me "What is 2+2" and I say "umbrella", that's not creativity.

If I'm an LLM model and alignment and fine tuning restricts my answers to "4", I've not lost creativity, but I have gained accuracy.


A weaker statement is that creativity is bounded by entropy. The LLM is still free to respond "Four," "four," "{{{{{}}}}}," "iv," "IV," etc. A sufficiently low-entropy response cannot be creative though.

Is it though? An answer can still be creative if it's the only way you answer a specific question. In your example, if the LLM responded only "{{{{}}}}" that's a creative answer. Even if it's the only one it can give.

Entropy and creativity are not causally bound


That's a fair point. I think maybe the issue is one of the reference point we're implicitly choosing for creativity. "{{{{}}}}" is creative relative to our expectations for the problem -- falling outside the usual distribution of answers -- having high joint entropy. Relative to the person reading the response, I agree creativity could be high with model entropy remaining low.



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