Chinese Computational Linguistics and Natural Language Processing Based on Naturally Annotated Big Data: 16th China National Conference, CCL 2017, and 5th International Symposium, NLP-NABD 2017, Nanjing, China, October 13-15, 2017, Proceedings

Description

This book constitutes the proceedings of the 16th China National Conference on Computational Linguistics, CCL 2017, and the 5th International Symposium on Natural Language Processing Based on Naturally Annotated Big Data, NLP-NABD 2017, held in Nanjing, China, in October 2017. The 39 full papers presented in this volume were carefully reviewed and selected from 272 submissions. They were organized in topical sections named: Fundamental theory and methods of computational linguistics; Machine translation and multilingual information processing; Knowledge graph and information extraction; Language resource and evaluation; Information retrieval and question answering; Text classification and summarization; Social computing and sentiment analysis; NLP applications; Minority language information processing. Front Matter ....Pages I-XVIII Front Matter ....Pages 1-1 Arabic Collocation Extraction Based on Hybrid Methods (Alaa Mamdouh Akef, Yingying Wang, Erhong Yang)....Pages 3-12 Employing Auto-annotated Data for Person Name Recognition in Judgment Documents (Limin Wang, Qian Yan, Shoushan Li, Guodong Zhou)....Pages 13-23 Closed-Set Chinese Word Segmentation Based on Convolutional Neural Network Model (Zhipeng Xie)....Pages 24-36 Improving Word Embeddings for Low Frequency Words by Pseudo Contexts (Fang Li, Xiaojie Wang)....Pages 37-47 A Pipelined Pre-training Algorithm for DBNs (Zhiqiang Ma, Tuya Li, Shuangtao Yang, Li Zhang)....Pages 48-59 Enhancing LSTM-based Word Segmentation Using Unlabeled Data (Bo Zheng, Wanxiang Che, Jiang Guo, Ting Liu)....Pages 60-70 Front Matter ....Pages 71-71 Context Sensitive Word Deletion Model for Statistical Machine Translation (Qiang Li, Yaqian Han, Tong Xiao, Jingbo Zhu)....Pages 73-84 Cost-Aware Learning Rate for Neural Machine Translation (Yang Zhao, Yining Wang, Jiajun Zhang, Chengqing Zong)....Pages 85-93 Front Matter ....Pages 95-95 Integrating Word Sequences and Dependency Structures for Chemical-Disease Relation Extraction (Huiwei Zhou, Yunlong Yang, Zhuang Liu, Zhe Liu, Yahui Men)....Pages 97-109 Named Entity Recognition with Gated Convolutional Neural Networks (Chunqi Wang, Wei Chen, Bo Xu)....Pages 110-121 Improving Event Detection via Information Sharing Among Related Event Types (Shulin Liu, Yubo Chen, Kang Liu, Jun Zhao, Zhunchen Luo, Wei Luo)....Pages 122-134 Joint Extraction of Multiple Relations and Entities by Using a Hybrid Neural Network (Peng Zhou, Suncong Zheng, Jiaming Xu, Zhenyu Qi, Hongyun Bao, Bo Xu)....Pages 135-146 A Fast and Effective Framework for Lifelong Topic Model with Self-learning Knowledge (Kang Xu, Feng Liu, Tianxing Wu, Sheng Bi, Guilin Qi)....Pages 147-158 Collective Entity Linking on Relational Graph Model with Mentions (Jing Gong, Chong Feng, Yong Liu, Ge Shi, Heyan Huang)....Pages 159-171 XLink: An Unsupervised Bilingual Entity Linking System (Jing Zhang, Yixin Cao, Lei Hou, Juanzi Li, Hai-Tao Zheng)....Pages 172-183 Using Cost-Sensitive Ranking Loss to Improve Distant Supervised Relation Extraction (Daojian Zeng, Junxin Zeng, Yuan Dai)....Pages 184-196 Multichannel LSTM-CRF for Named Entity Recognition in Chinese Social Media (Chuanhai Dong, Huijia Wu, Jiajun Zhang, Chengqing Zong)....Pages 197-208 Front Matter ....Pages 209-209 Generating Chinese Classical Poems with RNN Encoder-Decoder (Xiaoyuan Yi, Ruoyu Li, Maosong Sun)....Pages 211-223 Collaborative Recognition and Recovery of the Chinese Intercept Abbreviation (Jinshuo Liu, Yusen Chen, Juan Deng, Donghong Ji, Jeff Pan)....Pages 224-236 Semantic Dependency Labeling of Chinese Noun Phrases Based on Semantic Lexicon (Yimeng Li, Yanqiu Shao, Hongkai Yang)....Pages 237-248 Front Matter ....Pages 249-249 Bi-directional Gated Memory Networks for Answer Selection (Wei Wu, Houfeng Wang, Sujian Li)....Pages 251-262 Generating Textual Entailment Using Residual LSTMs (Maosheng Guo, Yu Zhang, Dezhi Zhao, Ting Liu)....Pages 263-272 Unsupervised Joint Entity Linking over Question Answering Pair with Global Knowledge (Cao Liu, Shizhu He, Hang Yang, Kang Liu, Jun Zhao)....Pages 273-286 Hierarchical Gated Recurrent Neural Tensor Network for Answer Triggering (Wei Li, Yunfang Wu)....Pages 287-294 Question Answering with Character-Level LSTM Encoders and Model-Based Data Augmentation (Run-Ze Wang, Chen-Di Zhan, Zhen-Hua Ling)....Pages 295-305 Exploiting Explicit Matching Knowledge with Long Short-Term Memory (Xinqi Bao, Yunfang Wu)....Pages 306-317 Front Matter ....Pages 319-319 Topic-Specific Image Caption Generation (Chang Zhou, Yuzhao Mao, Xiaojie Wang)....Pages 321-332 Deep Learning Based Document Theme Analysis for Composition Generation (Jiahao Liu, Chengjie Sun, Bing Qin)....Pages 333-342 UIDS: A Multilingual Document Summarization Framework Based on Summary Diversity and Hierarchical Topics (Lei Li, Yazhao Zhang, Junqi Chi, Zuying Huang)....Pages 343-354 Conceptual Multi-layer Neural Network Model for Headline Generation (Yidi Guo, Heyan Huang, Yang Gao, Chi Lu)....Pages 355-367 Front Matter ....Pages 369-369 Local Community Detection Using Social Relations and Topic Features in Social Networks (Chengcheng Xu, Huaping Zhang, Bingbing Lu, Songze Wu)....Pages 371-383 Front Matter ....Pages 385-385 DIM Reader: Dual Interaction Model for Machine Comprehension (Zhuang Liu, Degen Huang, Kaiyu Huang, Jing Zhang)....Pages 387-397 Multi-view LSTM Language Model with Word-Synchronized Auxiliary Feature for LVCSR (Yue Wu, Tianxing He, Zhehuai Chen, Yanmin Qian, Kai Yu)....Pages 398-410 Memory Augmented Attention Model for Chinese Implicit Discourse Relation Recognition (Yang Liu, Jiajun Zhang, Chengqing Zong)....Pages 411-423 Natural Logic Inference for Emotion Detection (Han Ren, Yafeng Ren, Xia Li, Wenhe Feng, Maofu Liu)....Pages 424-436 Front Matter ....Pages 437-437 Tibetan Syllable-Based Functional Chunk Boundary Identification (Shumin Shi, Yujian Liu, Tianhang Wang, Congjun Long, Heyan Huang)....Pages 439-448 Harvest Uyghur-Chinese Aligned-Sentences Bitexts from Multilingual Sites Based on Word Embedding (ShaoLin Zhu, Xiao Li, YaTing Yang, Lei Wang, ChengGang Mi)....Pages 449-460 Language Model for Mongolian Polyphone Proofreading (Min Lu, Feilong Bao, Guanglai Gao)....Pages 461-471 End-to-End Neural Text Classification for Tibetan (Nuo Qun, Xing Li, Xipeng Qiu, Xuanjing Huang)....Pages 472-480 Back Matter ....Pages 481-482