In this work, we explore the way to perform named entity recognition (NER) using only unlabeled data and named entity dictionaries. To this end, we formulate the task as a positive-unlabeled (PU) learning problem and accordingly propose a novel PU learning algorithm to perform the task. We prove that the proposed algorithm can unbiasedly and consistently estimate the task loss as if there is

2019-09-18

Predict denotes the expected labels predicted by our model. In this work, we explore the way to perform named entity recognition (NER) using only unlabeled data and named entity dictionaries. To this end, we formulate the task as a positive-unlabeled (PU) learning problem and accordingly propose a novel PU learning algorithm to perform the task. We prove that the proposed algorithm can unbiasedly and consistently estimate the task loss as if there is 2018. Transferring from Formal Newswire Domain with Hypernet for Twitter POS Tagging, Tao Gui, Qi Zhang, Jingjing Gong, Minlong Peng, Di Liang, Keyu Ding and Xuanjing Huang, In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), October 31–November 4, 2018, Brussels, Belgium. A Lexicon-Based Supervised Attention Model for Neural … Researchr. Researchr is a web site for finding, collecting, sharing, and reviewing scientific publications, for researchers by researchers.

12. papers. 10. results. Research Areas.

Tao Gui, Peng Liu, Qi Zhang, Liang Zhu, Minlong Peng, Yunhua Zhou and Xuanjing Huang. Social Media | Mention Recommendation | Reinforcement Learning. Multi-view Embedding-based Synonyms for Email Search. Cheng Li, Mingyang Zhang, Michael

I am now a Ph.D. student in the Social Media Analysis Lab, Department of Computer Science and Technology at Fudan University. Follow. Ruotian Ma 1, Minlong Peng , Qi Zhang 1;3, Zhongyu Wei2, Xuanjing Huang 1Shanghai Key Laboratory of Intelligent Information Processing, School of Computer Science, Fudan University 2School of Data Science, Fudan University 3Research Institute of Intelligent and Complex Systems, Fudan University frtma19,mlpeng16,qz,zywei,xjhuangg@fudan.edu.cn Minlong Peng, Ruotian Ma, Qi Zhang, Lujun Zhao, Mengxi Wei, Changlong Sun and Xuanjing Huang.

Minlong Peng. Pengfei Liu. Pengfei Liu 0003. Qi Zhang. Qi Zhang 0001. Qinzhuo Wu. Tao Gui. Xiaoyu Liu. Xiaoyu Xing

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Adaptive Multi-Attention Net-work Incorporating Answer Information for Duplicate Question Detection. In Proceedings of the 42nd International ACM SIGIR Conference on Research Minlong Peng, Qi Zhang, Xiaoyu Xing, Tao Gui, Jinlan Fu, Xuanjing Huang Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence Main track.
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papers with code. 12. papers. 10.

2019.
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Full-text available. Jan 2018. Minlong Peng; Qi Zhang · Yu-gang Jiang · Xuanjing Huang · View · Figure 1: Basic Coordinate Concept. Figure 2: Image with Text.

Exploiting the Ground-Truth: An Adversarial Imitation Based Knowledge Distillation Approach for Event Detection. Jian Liu,Yubo Chen,Kang Liu. LENA:Locality-Expanded Neural Embedding for Knowledge Base Completion. Fanshuang Kong,Richong Zhang,Yongyi Mao,Ting Deng Minlong Peng, Qi Zhang, Xuanjing Huang (Submitted on 18 Sep 2019) Cross-domain sentiment analysis is currently a hot topic in the research and engineering areas. Hashtag recommendation aims to recommend hashtags when social media users show the intention to insert a hashtag by typing in the hashtag symbol “#” while writing a microblog.

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based question answering. ACM Reference Format: Di Liang∗, Fubao Zhang∗, Weidong Zhang, Qi Zhang†, Jinlan Fu, Minlong.