PEC-Home is the first simulated dataset designed to enable smart home assistants to interpret progressively elliptical commands. Experiments show that even with dialogue history tools, LLMs like GPT-4o fail to achieve accurate command execution from elliptical inputs, highlighting a significant gap in current assistant capabilities.