Shuang Xu

"Listen, Understand and Translate": Triple Supervision Decouples End-to-end Speech-to-text Translation

2020 · arXiv (Cornell University)

An end-to-end speech-to-text translation (ST) takes audio in a source language and outputs the text in a target language. Existing methods are limited by the amount of parallel corpus. Can we build a system to …

A Knowledge-enhanced Two-stage Generative Framework for Medical Dialogue Information Extraction

2023 · arXiv (Cornell University)

This paper focuses on term-status pair extraction from medical dialogues (MD-TSPE), which is essential in diagnosis dialogue systems and the automatic scribe of electronic medical records (EMRs). In the past few years, works on MD-TSPE …

Speech-Transformer: A No-Recurrence Sequence-to-Sequence Model for Speech Recognition

2018

Recurrent sequence-to-sequence models using encoder-decoder architecture have made great progress in speech recognition task. However, they suffer from the drawback of slow training speed because the internal recurrence limits the training parallelization. In this paper, …