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FDMT: A Benchmark Dataset for Fine-grained Domain Adaptation in Machine Translation

Dec 31, 2020
Wenhao Zhu, Shujian Huang, Tong Pu, Xu Zhang, Jian Yu, Wei Chen, Yanfeng Wang, Jiajun Chen


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Transformer-based Multi-Aspect Modeling for Multi-Aspect Multi-Sentiment Analysis

Nov 01, 2020
Zhen Wu, Chengcan Ying, Xinyu Dai, Shujian Huang, Jiajun Chen

* Accepted by NLPCC 2020 

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Opinion Transmission Network for Jointly Improving Aspect-oriented Opinion Words Extraction and Sentiment Classification

Nov 01, 2020
Chengcan Ying, Zhen Wu, Xinyu Dai, Shujian Huang, Jiajun Chen

* Accepted by NLPCC 2020 

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Capturing Longer Context for Document-level Neural Machine Translation: A Multi-resolutional Approach

Oct 18, 2020
Zewei Sun, Mingxuan Wang, Hao Zhou, Chengqi Zhao, Shujian Huang, Jiajun Chen, Lei Li


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MIA-Prognosis: A Deep Learning Framework to Predict Therapy Response

Oct 08, 2020
Jiancheng Yang, Jiajun Chen, Kaiming Kuang, Tiancheng Lin, Junjun He, Bingbing Ni

* MICCAI 2020 (Early Accepted; Student Travel Award) 

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Alleviating the Inequality of Attention Heads for Neural Machine Translation

Sep 21, 2020
Zewei Sun, Shujian Huang, Xinyu Dai, Jiajun Chen


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Prompt Agnostic Essay Scorer: A Domain Generalization Approach to Cross-prompt Automated Essay Scoring

Aug 04, 2020
Robert Ridley, Liang He, Xinyu Dai, Shujian Huang, Jiajun Chen


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A Discriminator Improves Unconditional Text Generation without Updating the Generator

Apr 09, 2020
Xingyuan Chen, Ping Cai, Peng Jin, Hongjun Wang, Xinyu Dai, Jiajun Chen


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GRET: Global Representation Enhanced Transformer

Feb 24, 2020
Rongxiang Weng, Haoran Wei, Shujian Huang, Heng Yu, Lidong Bing, Weihua Luo, Jiajun Chen

* Accepted by AAAI 2020 

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Toward Making the Most of Context in Neural Machine Translation

Feb 19, 2020
Zaixiang Zheng, Xiang Yue, Shujian Huang, Jiajun Chen, Alexandra Birch

* Submitted to a conference 

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Latent Opinions Transfer Network for Target-Oriented Opinion Words Extraction

Jan 07, 2020
Zhen Wu, Fei Zhao, Xin-Yu Dai, Shujian Huang, Jiajun Chen

* Accepted by the 34th AAAI Conference on Artificial Intelligence (AAAI 2020) 

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Non-autoregressive Transformer by Position Learning

Nov 25, 2019
Yu Bao, Hao Zhou, Jiangtao Feng, Mingxuan Wang, Shujian Huang, Jiajun Chen, Lei LI


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Generating Diverse Translation by Manipulating Multi-Head Attention

Nov 21, 2019
Zewei Sun, Shujian Huang, Hao-Ran Wei, Xin-yu Dai, Jiajun Chen

* Accepted by AAAI 2020 

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A Reinforced Generation of Adversarial Samples for Neural Machine Translation

Nov 09, 2019
Wei Zou, Shujian Huang, Jun Xie, Xinyu Dai, Jiajun Chen


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Multi-Perspective Inferrer: Reasoning Sentences Relationship from Holistic Perspective

Nov 09, 2019
Zhen Cheng, Zaixiang Zheng, Xin-Yu Dai, Shujian Huang, Jiajun Chen

* In progress 

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Pre-train and Learn: Preserve Global Information for Graph Neural Networks

Oct 27, 2019
Danhao Zhu, Xin-yu Dai, Jiajun Chen


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The Detection of Distributional Discrepancy for Text Generation

Sep 28, 2019
Xingyuan Chen, Ping Cai, Peng Jin, Haokun Du, Hongjun Wang, Xingyu Dai, Jiajun Chen


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Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation

Sep 10, 2019
Huiyun Yang, Shujian Huang, Xinyu Dai, Jiajun Chen

* EMNLP 2019 

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Improving Neural Machine Translation with Pre-trained Representation

Aug 21, 2019
Rongxiang Weng, Heng Yu, Shujian Huang, Weihua Luo, Jiajun Chen

* In Progress 

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Correct-and-Memorize: Learning to Translate from Interactive Revisions

Aug 13, 2019
Rongxiang Weng, Hao Zhou, Shujian Huang, Lei Li, Yifan Xia, Jiajun Chen

* Accepted at IJCAI 2019 

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Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering

Jul 17, 2019
Peng Wu, Shujian Huang, Rongxiang Weng, Zaixiang Zheng, Jianbing Zhang, Xiaohui Yan, Jiajun Chen

* 10 pages, 5 figures, accepted by ACL 2019 

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Generating Sentences from Disentangled Syntactic and Semantic Spaces

Jul 06, 2019
Yu Bao, Hao Zhou, Shujian Huang, Lei Li, Lili Mou, Olga Vechtomova, Xinyu Dai, Jiajun Chen

* 11 pages, accepted in ACL-2019 

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Adversarial Sub-sequence for Text Generation

May 30, 2019
Xingyuan Chen, Yanzhe Li, Peng Jin, Jiuhua Zhang, Xinyu Dai, Jiajun Chen, Gang Song


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Dynamic Past and Future for Neural Machine Translation

Apr 21, 2019
Zaixiang Zheng, Shujian Huang, Zhaopeng Tu, Xin-Yu Dai, Jiajun Chen

* In progress 

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Learning to Discriminate Noises for Incorporating External Information in Neural Machine Translation

Oct 24, 2018
Zaixiang Zheng, Shujian Huang, Zewei Sun, Rongxiang Weng, Xin-Yu Dai, Jiajun Chen

* 8 pages 

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Improving Review Representations with User Attention and Product Attention for Sentiment Classification

Jan 24, 2018
Zhen Wu, Xin-Yu Dai, Cunyan Yin, Shujian Huang, Jiajun Chen

* Accepted by AAAI-18 

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Modeling Past and Future for Neural Machine Translation

Dec 26, 2017
Zaixiang Zheng, Hao Zhou, Shujian Huang, Lili Mou, Xinyu Dai, Jiajun Chen, Zhaopeng Tu

* Accepted by Transaction of ACL 

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Neural Machine Translation with Word Predictions

Aug 05, 2017
Rongxiang Weng, Shujian Huang, Zaixiang Zheng, Xinyu Dai, Jiajun Chen

* Accepted at EMNLP2017 

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Top-Rank Enhanced Listwise Optimization for Statistical Machine Translation

Jul 18, 2017
Huadong Chen, Shujian Huang, David Chiang, Xinyu Dai, Jiajun Chen

* Accepted to CONLL 2017 

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