Yes! This is something that is done. The problem is that a) it’s tough to find a sane denominator as the likelihood of the entire sequence can be quite small, even though it’s the best answer and b) the answer isn’t grounded in anything, so the confidence score isn’t super helpful.

A score like this can be useful for active learning though, where you find areas of low confidence in your dataset and get more data to train on.