Re:Detecting when LLMs are uncertain
by tbalsam on Sunday October 27, 2024 @08:34PM
(#41966840)
Hi! Entropy unfortunately much more complicated than that in practice, mainly as actually finding the real underlying entropy of a variable is quite difficult in practice!
However, we can define it as a quantity with respect to different values. But the entropy of a variable as estimated by the model is generally not the actual entropy of the variable, and this gets worse for sequences -- we can maybe upper bound the entropy of a sequence when measuring it, but this is not always a useful or important quantity for us to have.
However, we can define it as a quantity with respect to different values. But the entropy of a variable as estimated by the model is generally not the actual entropy of the variable, and this gets worse for sequences -- we can maybe upper bound the entropy of a sequence when measuring it, but this is not always a useful or important quantity for us to have.
For more info, please see https://people.math.harvard.edu/~ctm/home/text/others/shanno...