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This dataset comprises multiple sub‑datasets for speech language understanding research, including data from the SmartLights and SmartSpeaker assistants. The SmartLights dataset is used for cross‑validation and contains six intents for controlling light switches, brightness, or color changes. The SmartSpeaker dataset is used for training/testing, includes English and French versions, and is intended for controlling playback and music on smart speakers.