SMH-Bench supplies 1,100 stratified tasks in a verifiable smart-home simulator to measure LLM performance on explicit control, scheduling, ambiguity, and personalization as environment complexity grows.
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MiCU is a domain-adapted LLM for smart-home command understanding that reports 20% average accuracy gains over baselines and is deployed in the Xiaomi Home app.
citing papers explorer
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SMH-Bench: Benchmarking LLM Agents for Environment-Grounded Reasoning and Action in Smart Homes
SMH-Bench supplies 1,100 stratified tasks in a verifiable smart-home simulator to measure LLM performance on explicit control, scheduling, ambiguity, and personalization as environment complexity grows.
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MiCU: End-to-End Smart Home Command Understanding with Large Language Model
MiCU is a domain-adapted LLM for smart-home command understanding that reports 20% average accuracy gains over baselines and is deployed in the Xiaomi Home app.