Semantics.- Improving Chinese Semantic Role Labeling with English Proposition Bank.- Transition-based Chinese Semantic Dependency Graph Parsing.- Improved Graph-based Dependency Parsing via Hierarchical LSTM Networks.- Machine Translation.- Error Analysis of English-Chinese Machine Translation.- I Can Guess What You Mean: A Monolingual Query Enhancement for Machine Translation.- Keeping the Meanings of the Source Text: An introduction to Yes Translate.- Sentence Alignment Method Based on Maximum Entropy Model Using Anchor Sentences.- Using Collaborative Training Method to build Vietnamese Dependency Treebank.- Multilinguality in NLP.- A Novel Approach to Improve the Mongolian Language Model using Intermediate Characters.- Improved Joint Kazakh POS Tagging and Chunking.- Coping with problems of Unicoded Traditional Mongolian.- Tibetan Person Attributes Extraction Based on BP Neural Network.- Semi-supervised Learning for Mongolian Morphological Segmentation.- Investigation and use of methods for defining the extends of similarity of Kazakh language sentences.- Knowledge graph and information extraction.- Recognizing Biomedical Named Entities Based on the Sentence Vector/Twin Word Embeddings Conditioned Bidirectional LSTM.- Definition Extraction with LSTM Recurrent Neural Networks.- Event Extraction via Bidirectional Long Short-Term Memory Tensor Neural Networks.- Chinese Hedge Scope Detection Based on Structure and Semantic Information.- Combining Event-level and Cross-event Semantic Information for Event-Oriented Relation Classification by SCNN.- Linguistic resource annotation and evaluation.- The Constitution of a Fine-Grained Opinion Annotated Corpus on Weibo.- The Construction of a Customized Medical Corpus for Assisting Chinese Clinicians in English Research Article Writing.- Pages Information retrieval and question answering.- Topic-Sentiment Mining from Multiple Text Collections.- A New Focus Strategy for Efficient Dialog Management.- Text classification and summarization.- Recognizing Textual Entailment via Multi-task Knowledge Assisted LSTM.- Multilingual Multi-document Summarization with Enhanced hLDA Features.- News Abridgement Algorithm Based on Word Alignment and Syntactic Parsing.- A Hierarchical LSTM Model for Joint Tasks.- Enhancing Neural Disfluency Detection with Hand-crafted Features.- Social computing and sentiment analysis.- Active Learning for Age Regression in Social Media.- A Novel Approach for Discovering Local Community Structure in Networks.- Identifying Suspected Cybermob on Tieba.- Chinese Sentiment Analysis Exploiting Heterogeneous Segmentations.- Towards Scalable Emotion Classification in Microblog Based on Noisy Training Data.- NLP Applications.- A Bootstrapping Approach to Symptom Entity Extraction on Chinese Electronic Medical Records.- Automatic Naming of Speakers in Video via Name-Face Mapping.- Image Tag Recommendation via Deep Cross-modal Correlation Mining.- Is Local Window Essential for Neural Network based Chinese Word Segmentation .