Improving Supervised Classification Using Information Extraction -- Supervised Machine Learning Techniques to Detect TimeML Events in French and English -- In Defense of Word Embedding for Generic Text Representation -- Using Distributed Word Representations and mRMR Discriminant Analysis for Multilingual Text Summarization -- Combining Pattern-Based and Distributional Similarity for Graph-Based Noun Categorization -- Acquiring a Large Scale Polarity Lexicon Through Unsupervised Distributional Methods -- Query Refinement Using Conversational Context: A Method and an Evaluation Resource -- Applying Semantic Parsing to Question Answering Over Linked Data: Addressing the Lexical Gap -- Pragmatic Query Answering: Results from a Quantitative Evaluation -- What was the Query? Generating Queries for Document Sets with Applications in Cluster Labeling -- Using Context-Aware and Semantic Similarity Based Model to Enrich Ontology Concepts -- NADIA: A Simplified Approach Towards the Development of Natural Dialogue Systems -- How to Talk to a Cognitive Computer -- Comparing Recursive Autoencoder and Convolutional Network for Phrase-Level Sentiment Polarity Classification -- The Interplay of Language Processing, Reasoning and Decision-Making in Cognitive Computing -- Towards Benevolent Sales Assistants in Retailing Scenarios -- A Rule-Based Approach to Implicit Emotion Detection in Text -- Deciphering Review Comments: Identifying Suggestions, Appreciations and Complaints -- Associating Intent with Sentiment in Weblogs -- PSO-ASent: Feature Selection Using Particle Swarm Optimization for Aspect Based Sentiment Analysis -- Improving Spanish Polarity Classification Combining Different Linguistic Resources -- Tree-Structured Named Entities Extraction from Competing Speech Transcriptions -- Interactive Learning with TREE: Teachable Relation and Event Extraction System -- Identification and Ranking of Event-Specific Entity-Centric Informative Content from Twitter -- Automatic Classification and PLS-PM Modeling for Profiling Reputation of Corporate Entities on Twitter -- An Adaptable and Personalised E-Learning System Based on Free Web Resources -- A Controlled Natural Language for Business Intelligence Monitoring -- Text Summarization and Speech Synthesis for the Automated Generation of Personalized Audio Presentations -- Unsupervised Classification of Translated Texts -- A Language-Independent Method for Detection and Correction of Alignment Errors in Parallel Corpora -- High-Precision Person Name Extraction from Turkish Texts Using Wikipedia -- A Hybrid Approach for Extracting Arabic Persons' Names and Resolving Their Ambiguity from Twitter -- Extracting Relations from Unstructured Text Sources for Music Recommendation -- Simulating Misreading -- (German) Language Processing for Lucene -- Optimized Uyghur Segmentation for Statistical Machine Translation -- Management and Publishing of Multimedia Dictionary of the Czech Sign Language -- Detection of Modality with ITGETARUNS -- Gathering Knowledge for Question Answering Beyond Named Entities -- MaNER: A MedicAl Named Entity Recogniser -- Upper Bound for Cross-Lingual Concept Mapping with External Translation Resources -- Generating Logical Representations for Natural Language Requirements Using Syntactic Dependencies and Norm Analysis Patterns -- Random Indexing Revisited -- On Developing Extraction Rules for Mining Informal Scientific References from Altmetric Data Sources -- Lemonade: A Web Assistant for Creating and Debugging Ontology Lexica -- A Comparative Study on Twitter Sentiment Analysis: Which Features are Good?.