Dianhai Yu


2018

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Multi-Turn Response Selection for Chatbots with Deep Attention Matching Network
Xiangyang Zhou | Lu Li | Daxiang Dong | Yi Liu | Ying Chen | Wayne Xin Zhao | Dianhai Yu | Hua Wu
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Human generates responses relying on semantic and functional dependencies, including coreference relation, among dialogue elements and their context. In this paper, we investigate matching a response with its multi-turn context using dependency information based entirely on attention. Our solution is inspired by the recently proposed Transformer in machine translation (Vaswani et al., 2017) and we extend the attention mechanism in two ways. First, we construct representations of text segments at different granularities solely with stacked self-attention. Second, we try to extract the truly matched segment pairs with attention across the context and response. We jointly introduce those two kinds of attention in one uniform neural network. Experiments on two large-scale multi-turn response selection tasks show that our proposed model significantly outperforms the state-of-the-art models.

2016

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Multi-view Response Selection for Human-Computer Conversation
Xiangyang Zhou | Daxiang Dong | Hua Wu | Shiqi Zhao | Dianhai Yu | Hao Tian | Xuan Liu | Rui Yan
Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing

2015

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Multi-Task Learning for Multiple Language Translation
Daxiang Dong | Hua Wu | Wei He | Dianhai Yu | Haifeng Wang
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)

2014

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Improve Statistical Machine Translation with Context-Sensitive Bilingual Semantic Embedding Model
Haiyang Wu | Daxiang Dong | Xiaoguang Hu | Dianhai Yu | Wei He | Hua Wu | Haifeng Wang | Ting Liu
Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)

2013

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Generalization of Words for Chinese Dependency Parsing
Xianchao Wu | Jie Zhou | Yu Sun | Zhanyi Liu | Dianhai Yu | Hua Wu | Haifeng Wang
Proceedings of the 13th International Conference on Parsing Technologies (IWPT 2013)

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Cross-lingual Projections between Languages from Different Families
Mo Yu | Tiejun Zhao | Yalong Bai | Hao Tian | Dianhai Yu
Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)

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Compound Embedding Features for Semi-supervised Learning
Mo Yu | Tiejun Zhao | Daxiang Dong | Hao Tian | Dianhai Yu
Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies

2008

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An Improved CRF based Chinese Language Processing System for SIGHAN Bakeoff 2007
Xihong Wu | Xiaojun Lin | Xinhao Wang | Chunyao Wu | Yaozhong Zhang | Dianhai Yu
Proceedings of the Sixth SIGHAN Workshop on Chinese Language Processing

2006

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Chinese Word Segmentation with Maximum Entropy and N-gram Language Model
Xinhao Wang | Xiaojun Lin | Dianhai Yu | Hao Tian | Xihong Wu
Proceedings of the Fifth SIGHAN Workshop on Chinese Language Processing