ANNA is a simulation of human assistants who do not necessarily know themselves how to optimally accomplish the agent's goal: they are only familiar with scenes along certain paths in the environment, and thus give advice to help the agent make partial progress.
the assistance from ANNA is modeled by a set of language-assisted routes R = {r 1 , r 2 , .