Colligational Patterns in China English: the Case of the Verbs of Communication -- Testing the Reasoning Power for NLI Models with Annotated Multi-perspective Entailment Dataset -- Enhancing Chinese Word Embeddings from Relevant Derivative Meanings of Main-Components in Characters -- Association Relationship Analyses of Stylistic Syntactic Structures -- BB-KBQA: BERT-Based Knowledge Base Question Answering -- ERCNN: Enhanced Recurrent Convolutional Neural Networks for Learning Sentence Similarity -- Improving a Syntactic Graph Convolution Network for Sentence Compression -- Comparative Investigation of Deep Learning Components for End-to-end Implicit Discourse Relationship Parser -- Syntax-Aware Attention for Natural Language Inference with Phrase-Level Matching -- Sharing Pre-trained BERT Decoder for a Hybrid Summarization -- Title-Aware Neural News Topic Prediction -- How to Fine-Tune BERT for Text Classification? -- A Comprehensive Verification of Transformer in Text Classification -- Improving Relation Extraction with Relation-Based Gated Convolutional Selector -- Attention-based Gated Convolutional Neural Networks for Distant Supervised Relation Extraction -- Relation and Fact Type Supervised Knowledge Graph Embedding via Weighted Scores -- Leveraging Multi-Head Attention Mechanism to Improve Event Detection -- Short-Text Conceptualization Based on A Co-Ranking Framework via Lexical Knowledge Base -- Denoising Distant Supervision for Relation Extraction with Entropy Weight Method -- Cross-view Adaptation Network for Cross-domain Relation Extraction -- Mongolian-Chinese Unsupervised Neural Machine Translation with Lexical Feature -- Learning Multilingual Sentence Embeddings from Monolingual Corpus -- Chinese Historical Term Translation Pairs Extraction Using Modern Chinese As a Pivot Language -- Construction of an English-Uyghur WordNet Dataset -- Endangered Tujia Language Speech Enhancement Research Based on Improved DCGAN -- Research for Tibetan-Chinese Name Transliteration Based on Multi-granularity -- An End-to-end Method for Data Filtering on Tibetan-Chinese Parallel Corpus via Negative Sampling -- An Attention-Based Approach for Mongolian News Named Entity Recognition -- On the Semi-unsupervised Construction of Auto-Keyphrases Corpus from Large-scale Chinese Automobile E-Commerce Reviews -- Multi-label Aspect Classification on Question-Answering Text with Contextualized Attention-based Neural Network -- A Document Driven Dialogue Generation Model -- Capsule Networks for Chinese Opinion Questions Machine Reading Comprehension -- Table-to-Text Generation via Row-Aware Hierarchical Encoder -- Dropped Pronoun Recovery in Chinese Conversations with Knowledge-enriched Neural Network -- Automatic Judgment Prediction via Legal Reading Comprehension -- Legal Cause Prediction with Inner Descriptions and Outer Hierarchies -- Natural Language Inference based on the LIC Architecture with DCAE Feature -- Neural CTR Prediction for Native Ad -- Depression Detection on Social Media with Reinforcement Learning -- How Important is POS to Dependency Parsing? Joint POS Tagging and Dependency Parsing Neural Networks -- Graph Neural Net-based User Simulator -- Pinyin as A Feature of Neural Machine Translation for Chinese Speech Recognition Error Correction -- Neural Gender Prediction from News Browsing Data -- A Top-down Model for Character-level Chinese Dependency Parsing -- A Corpus-free State2Seq User Simulator for Task-oriented Dialogue -- Utterance Alignment in Custom Service by Integer Programming.