Comment by epihelix

You mean like this recent preprint?

https://arxiv.org/html/2607.20526v1

From that paper, model accuracy is not perfect, but it's overall pretty favourable. There are some encouraging findings in there, too, including that accuracy of model confidence scales with reasoning effort.