Temperature-scaling surprisal estimates improve fit to human reading times -- but does it do so for the "right reasons"?

Tong Liu, Iza Å krjanec, Vera Demberg

A wide body of evidence shows that human language processing difficulty is predicted by the information-theoretic measure surprisal, a word's negative log probability in context. H…