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What Can an Accent Identifier Learn? Probing Phonetic and Prosodic Information in a Wav2vec2-based Accent Identification Model
This study is focused on understanding and quantifying the change in phoneme and prosody information encoded in the Self-Supervised …
Mu Yang
,
Ram C. M. C. Shekar
,
Okim Kang,
,
John H. L. Hansen
PDF
Learning ASR Pathways: A Sparse Multilingual ASR Model
Neural network pruning can be effectively applied to compress automatic speech recognition (ASR) models. However, in multilingual ASR, …
Mu Yang
,
Andros Tjandra
,
Chunxi Liu
,
David Zhang
,
Duc Le
,
Ozlem Kalinli
PDF
Improving Mispronunciation Detection with Wav2vec2-based Momentum Pseudo-Labeling for Accentedness and Intelligibility Assessment
Current leading mispronunciation detection and diagnosis (MDD) systems achieve promising performance via end-to-end phoneme …
Mu Yang
,
Kevin Hirschi
,
Stephen D. Looney
,
Okim Kang,
,
John H. L. Hansen
PDF
Audio Samples
Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis
This work presents a lifelong learning approach to train a multilingual Text-To-Speech (TTS) system, where each language was seen as an …
Mu Yang
,
Shaojin Ding
,
Tianlong Chen
,
Tong Wang
,
Zhangyang Wang
PDF
Code
Audio Samples
Joint Hypoglycemia Prediction and Glucose Forecasting via Deep Multi-task Learning
We present a multitask learning approach to the problem of hypoglycemia (HG) prediction in diabetes. The approach is based on a …
Mu Yang
,
Darpit Dave
,
Madhav Erraguntla
,
Gerard L. Cote
,
Ricardo Gutierrez-Osuna
PDF
EventPlus: A Temporal Event Understanding Pipeline
We present EventPlus, a temporal event understanding pipeline that integrates various state-of-the-art event understanding components …
Mingyu Derek Ma
,
Jiao Sun
,
Mu Yang
,
Kung-Hsiang Huang
,
Nuan Wen
,
Shikhar Singh
,
Rujun Han
,
Nanyun Peng
PDF
Code
Demo
A CNN-based Active Learning Framework to Identify Mycobacteria in Digitized Ziehl-Neelsen Stained Human Tissues
Tuberculosis is the most common mycobacterial disease that affects humans worldwide. Rapid and reliable diagnosis of mycobacteria is …
Mu Yang
,
Karolina Nurzynska
,
Ann E. Walts
,
Arkadiusz Gertych
PDF
Biomedical Event Extraction with Hierarchical Knowledge Graphs
Biomedical event extraction is critical in understanding biomolecular interactions described in scientific corpus. One of the main …
Kung-Hsiang Huang
,
Mu Yang
,
Nanyun Peng
PDF
Code
Deep Structured Neural Network for Event Temporal Relation Extraction
We propose a novel deep structured learning framework for event temporal relation extraction. The model consists of 1) a recurrent …
Rujun Han
,
I-Hung Hsu
,
Mu Yang
,
Aram Galstyan
,
Ralph Weischedel
,
Nanyun Peng
PDF
Code
Spoken Language Intent Detection using Confusion2Vec
Decoding speaker’s intent is a crucial part of spoken language understanding (SLU). The presence of noise or errors in the text …
Prashanth G. Shivakumar
,
Mu Yang
,
Panayiotis Georgiou
PDF
Dataset
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