Learning Language-Specific Layers for Multilingual Machine Translation

no code implementations • 4 May 2023 • Telmo Pessoa Pires, Robin M. Schmidt, Yi-Hsiu Liao, Stephan Peitz

Multilingual Machine Translation promises to improve translation quality between non-English languages.

Decoder Machine Translation +2

Efficient Inference For Neural Machine Translation

no code implementations • EMNLP (sustainlp) 2020 • Yi-Te Hsu, Sarthak Garg, Yi-Hsiu Liao, Ilya Chatsviorkin

Large Transformer models have achieved state-of-the-art results in neural machine translation and have become standard in the field.

Decoder Machine Translation +1

Towards Structured Deep Neural Network for Automatic Speech Recognition

no code implementations • 8 Nov 2015 • Yi-Hsiu Liao, Hung-Yi Lee, Lin-shan Lee

In this paper we propose the Structured Deep Neural Network (structured DNN) as a structured and deep learning framework.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

Towards Structured Deep Neural Network for Automatic Speech Recognition

no code implementations • 3 Jun 2015 • Yi-Hsiu Liao, Hung-Yi Lee, Lin-shan Lee

In this paper we propose the Structured Deep Neural Network (Structured DNN) as a structured and deep learning algorithm, learning to find the best structured object (such as a label sequence) given a structured input (such as a vector sequence) by globally considering the mapping relationships between the structure rather than item by item.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1