Papers with human dialogue as shared context accumulates

1 papers
PEC-Home: Interpretation of Progressively Elliptical Commands in Smart Homes (2026.findings-acl)

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Challenge: Existing home assistants struggle to interpret elliptical commands based on ellipine expressions . current assistants overlook the progressive omission that occurs in human dialogue as context accumulates - limiting their effectiveness in real-world applications .
Approach: They propose a simulated home dataset specifically designed for interpreting progressively elliptical commands in smart homes.
Outcome: The proposed dataset shows that existing home assistants struggle to execute user-intended operations based solely on elliptical commands.

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