Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces

25 May 2018Alice CouckeAlaa SaadeAdrien BallThéodore BlucheAlexandre CaulierDavid LeroyClément DoumouroThibault GisselbrechtFrancesco CaltagironeThibaut LavrilMaël PrimetJoseph Dureau

This paper presents the machine learning architecture of the Snips Voice Platform, a software solution to perform Spoken Language Understanding on microprocessors typical of IoT devices. The embedded inference is fast and accurate while enforcing privacy by design, as no personal user data is ever collected... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Speech Recognition LibriSpeech test-clean Snips Word Error Rate (WER) 6.4 # 20
Speech Recognition LibriSpeech test-other Snips Word Error Rate (WER) 16.5 # 15