摘要：概念图（concept map）可用于准确呈现重要信息和理清大型文档集的结构。因此，我们研究了一种多文档摘要的方法，它以概念图的形式生成摘要。但是，目前仍缺乏适用于该任务的评估数据集。为了填补这个鸿沟，我们展示了一个新建的概念图语料库，它概述了教育主题的异质网页文档集。该语料库使用新型的众包方法创建，该方法帮助我们高效确定大型文档集中的重要元素。除语料库外，我们还发布了一个基线系统，并提出一项评估协议，以促进该领域的进一步研究。

自然语言处理前沿技术研讨会暨EMNLP 2017论文报告会展示论文列表：

论文：Multi-modal Summarization for Asynchronous Collection of Text, Image, Audio and Video

作者: Haoran Li, Junnan Zhu, Cong Ma, Jiajun Zhang and Chengqing Zong

论文：Affinity-Preserving Random Walk for Multi-Document Summarization

作者: Kexiang Wang, Tianyu Liu, Zhifang Sui and Baobao Chang

论文：A Question Answering Approach for Emotion Cause Extraction

作者: Lin Gui, Jiannan Hu, Yulan He, Ruifeng Xu, Lu Qin and Jiachen Du

论文：Towards a Universal Sentiment Classifier in Multiple languages

作者: Kui Xu and Xiaojun Wan

论文：Sentiment Lexicon Construction with Representation Learning Based on Hierarchical Sentiment Supervision

作者: Leyi Wang and Rui Xia

论文：Translating Phrases in Neural Machine Translation

作者: Xing Wang, Zhaopeng Tu, Deyi Xiong and Min Zhang

论文：Neural Machine Translation with Word Predictions

作者: Rongxiang Weng, Shujian Huang, Zaixiang Zheng, XIN-YU DAI and Jiajun CHEN

论文：Towards Bidirectional Hierarchical Representations for Attention-based Neural Machine Translation

作者: Baosong Yang, Derek F. Wong, Tong Xiao, Lidia S. Chao and Jingbo Zhu

论文：EarthMover's Distance Minimization for Unsupervised Bilingual Lexicon Induction

作者：Meng Zhang, Yang Liu, Huanbo Luan and Maosong Sun

论文：Incorporating Relation Paths in Neural Relation Extraction

作者: Wenyuan Zeng, Yankai Lin, Zhiyuan Liu and Maosong Sun

论文：End-to-End Neural Relation Extraction with Global Optimization

作者: Meishan Zhang, Yue Zhang and Guohong Fu

论文：Reasoning with Heterogeneous Knowledge for Commonsense Machine Comprehension

作者：Hongyu Lin, Le Sun and Xianpei Han

论文：Learning to Predict Charges for Criminal Cases with Legal Basis

作者: Bingfeng Luo, Yansong Feng, Jianbo Xu, Xiang Zhang and Dongyan Zhao

论文：Neural Response Generation via GAN with an Approximate Embedding Layer

作者: Zhen Xu, Bingquan Liu, Baoxun Wang, Chengjie SUN, Xiaolong Wang, Zhuoran Wang and Chao Qi

论文：Part-of-Speech Tagging for Twitter with Adversarial Neural Networks

作者：Tao Gui, Qi Zhang, Haoran Huang, Minlong Peng and Xuanjing Huang

论文：Chinese Zero Pronoun Resolution with Deep Memory Network

作者：Qingyu Yin, Yu Zhang, Weinan Zhang and Ting Liu

论文：Ngram2vec: Learning Improved Word Representations from Ngram Co-occurrence Statistics

作者：Zhe Zhao, Tao Liu, Shen Li, Bofang Li and Xiaoyong Du

论文：Idiom-Aware Compositional Distributed Semantics

作者：Pengfei Liu, Kaiyu Qian, Xipeng Qiu and Xuanjing Huang