– SNIPS [101]: SNIPS is a dataset of voice commands designed for building a natural
language understanding system. It consists of thousands of examples of spoken requests,
each annotated with the intent of the request (e.g. “play music”, “set an alarm”, etc.).
The dataset is widely used for training IC and SF models.

– Fluent Speech Commands [350]: It is a dataset of voice commands for controlling smart
home devices, such as lights, thermostats, and locks. The dataset consists of over 1,5000
spoken commands, each labeled with the intended devices and action (e.g. “turn on the
living room lights”, “set the thermostat to 72 degrees”). The dataset is designed to have
variations in speaker accent, background noise, and device placement.
AReviewofDeepLearningTechniquesforSpeechProcessing