68 citations · 157 across the 6 of their papers we have counts for
4 papers · 1 filter
Branchformer: Parallel MLP-Attention Architectures to Capture Local and Global Context for Speech Recognition and Understanding
Yifan Peng, Siddharth Dalmia, Ian Lane +1
Conformer has proven to be effective in many speech processing tasks. It combines the benefits of extracting local dependencies using convolutions and global dependencies using sel…
Dialog Context Language Modeling with Recurrent Neural Networks
Bing Liu, Ian Lane
In this work, we propose contextual language models that incorporate dialog level discourse information into language modeling. Previous works on contextual language model treat pr…
Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks
Bing Liu, Ian Lane
Speaker intent detection and semantic slot filling are two critical tasks in spoken language understanding (SLU) for dialogue systems. In this paper, we describe a recurrent neural…
Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling
Bing Liu, Ian Lane
Attention-based encoder-decoder neural network models have recently shown promising results in machine translation and speech recognition. In this work, we propose an attention-bas…