How to talk so AI will learn: Instructions, descriptions, and autonomy

From the earliest years of our lives, humans use language to express our beliefs and desires. Being able to talk to artificial agents about our preferences would thus fulfill a central goal of value alignment. Y et today, we lack computational models explaining such language use.