SCENIC framework reports up to 99% exact match on structured IoT command generation using sub-0.2B models, with pruned INT8 versions retaining 91% EM@1 after 25% size reduction.
On-device LLMs for Home Assistant: Dual role in intent detection and response generation,
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SCENIC: Semantic-Conditioned Edge-Aware Neural Framework for Structured IoT Command Generation
SCENIC framework reports up to 99% exact match on structured IoT command generation using sub-0.2B models, with pruned INT8 versions retaining 91% EM@1 after 25% size reduction.