PEC-Home: Interpretation of Progressively Elliptical Commands in Smart Homes

In three linesPEC-Home is a simulated home dataset for interpreting progressively elliptical commands in smart homes. Current assistants (including GPT-4o) fail to execute these abbreviated commands accurately due to accumulated shared context, even when equipped with dialogue history retrieval.

Summary generated by Claude — human-verified