Toward Improving Health Literacy in Patient Education Materials with Neural Machine Translation Models

no code implementations • 14 Sep 2022 • David Oniani, Sreekanth Sreekumar, Renuk DeAlmeida, Dinuk DeAlmeida, Vivian Hui, Young ji Lee, Yiye Zhang, Leming Zhou, Yanshan Wang

We also verified the effectiveness of NMT models in translating health illiterate languages by comparing the ratio of health illiterate language in the sentence.

Machine Translation NMT +1

DICE: Deep Significance Clustering for Outcome-Aware Stratification

no code implementations • 7 Jan 2021 • Yufang Huang, Kelly M. Axsom, John Lee, Lakshminarayanan Subramanian, Yiye Zhang

Following the representation learning and clustering steps, we embed the objective function in DICE with a constraint which requires a statistically significant association between the outcome and cluster membership of learned representations.

Clustering Neural Architecture Search +1

Cycle-Consistent Adversarial Autoencoders for Unsupervised Text Style Transfer

no code implementations • COLING 2020 • Yufang Huang, Wentao Zhu, Deyi Xiong, Yiye Zhang, Changjian Hu, Feiyu Xu

Unsupervised text style transfer is full of challenges due to the lack of parallel data and difficulties in content preservation.

Style Transfer Text Style Transfer +1