A Streaming End-to-End Framework For Spoken Language Understanding

arXiv:2105.10042 · cs.CL, cs.SD, eess.AS · Submitted 2021-05-20 · Read on arXiv

cs.CL, cs.SD, eess.AS

Submitted: 2021-05-20

Updated: 2021-07-17

Terminology

• Accuracy — 10× in this paper · explained in 1 episode
• Alignment — 10× in this paper · explained in 1 episode
• Benchmark — 6× in this paper · explained in 2 episodes
• Connectionist Temporal Classification — 5× in this paper
• Fluent Speech Commands — 4× in this paper
• Google Speech Commands — 4× in this paper
• Embeddings — 3× in this paper · explained in 2 episodes
• Data Augmentation — 2× in this paper · explained in 7 episodes
• Feature Extraction — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Ablation study — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Automatic Speech Recognition (ASR) — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Sparsity — 1× in this paper · explained in 4 episodes

Sources

• A neural attention model for speech command recognition
• Listen, Attend and Spell
• Temporal Convolution for Real-time Keyword Spotting on Mobile Devices
• End-to-End Spoken Language Understanding Without Full Transcripts
• End-to-End Non-Autoregressive Neural Machine Translation with Connectionist Temporal Classification
• Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks
• Decoupled Weight Decay Regularization
• Speech Model Pre-training for End-to-End Spoken Language Understanding
• A low latency ASR-free end to end spoken language understanding system
• Fast and Accurate Recurrent Neural Network Acoustic Models for Speech Recognition
• RNN based Incremental Online Spoken Language Understanding
• Improving End-to-End Speech-to-Intent Classification with Reptile
• Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

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