Search Results for author: Junwei Liao

Found 5 papers, 0 papers with code

SkillNet-NLG: General-Purpose Natural Language Generation with a Sparsely Activated Approach

no code implementations26 Apr 2022 Junwei Liao, Duyu Tang, Fan Zhang, Shuming Shi

We present SkillNet-NLG, a sparsely activated approach that handles many natural language generation tasks with one model.

Multi-Task Learning Text Generation

Generating Human Readable Transcript for Automatic Speech Recognition with Pre-trained Language Model

no code implementations22 Feb 2021 Junwei Liao, Yu Shi, Ming Gong, Linjun Shou, Sefik Eskimez, Liyang Lu, Hong Qu, Michael Zeng

Many downstream tasks and human readers rely on the output of the ASR system; therefore, errors introduced by the speaker and ASR system alike will be propagated to the next task in the pipeline.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +3

Improving Zero-shot Neural Machine Translation on Language-specific Encoders-Decoders

no code implementations12 Feb 2021 Junwei Liao, Yu Shi, Ming Gong, Linjun Shou, Hong Qu, Michael Zeng

However, the performance of using multiple encoders and decoders on zero-shot translation still lags behind universal NMT.

Denoising Machine Translation +2

Improving Readability for Automatic Speech Recognition Transcription

no code implementations9 Apr 2020 Junwei Liao, Sefik Emre Eskimez, Liyang Lu, Yu Shi, Ming Gong, Linjun Shou, Hong Qu, Michael Zeng

In this work, we propose a novel NLP task called ASR post-processing for readability (APR) that aims to transform the noisy ASR output into a readable text for humans and downstream tasks while maintaining the semantic meaning of the speaker.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

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