Lexical Resources -- Planning the Future of Language Resources: The Role of the FLaReNet Network -- Cross-Lingual Alignment of FrameNet Annotations through Hidden Markov Models -- On the Automatic Generation of Intermediate Logic Forms for WordNet Glosses -- Worth Its Weight in Gold or Yet Another Resource - A Comparative Study of Wiktionary, OpenThesaurus and GermaNet -- Issues in Analyzing Telugu Sentences towards Building a Telugu Treebank -- EusPropBank: Integrating Semantic Information in the Basque Dependency Treebank -- Morphological Annotation of a Corpus with a Collaborative Multiplayer Game -- Syntax and Parsing -- Computational Models of Language Acquisition -- ETL Ensembles for Chunking, NER and SRL -- Unsupervised Part-of-Speech Disambiguation for High Frequency Words and Its Influence on Unsupervised Parsing -- A Machine Learning Parser Using an Unlexicalized Distituent Model -- Ontology-Based Semantic Interpretation as Grammar Rule Constraints -- Towards a Cascade of Morpho-syntactic Tools for Arabic Natural Language Processing -- An Open-Source Computational Grammar for Romanian -- Chinese Event Descriptive Clause Splitting with Structured SVMs -- Word Sense Disambiguation and Named Entity Recognition -- An Experimental Study on Unsupervised Graph-based Word Sense Disambiguation -- A Case Study of Using Web Search Statistics: Case Restoration -- A Named Entity Extraction using Word Information Repeatedly Collected from Unlabeled Data -- A Distributional Semantics Approach to Simultaneous Recognition of Multiple Classes of Named Entities -- Semantics and Dialog -- The Recognition and Interpretation of Motion in Language -- Flexible Disambiguation in DTS -- A Syntactic Textual Entailment System Based on Dependency Parser -- Semantic Annotation of Transcribed Audio Broadcast News Using Contextual Features in Graphical Discriminative Models -- Lexical Chains Using Distributional Measures of Concept Distance -- Incorporating Cohesive Devices into Entity Grid Model in Evaluating Local Coherence of Japanese Text -- A Sequential Model for Discourse Segmentation -- Towards Automatic Detection and Tracking of Topic Change -- Modelling Illocutionary Structure: Combining Empirical Studies with Formal Model Analysis -- A Polyphonic Model and System for Inter-animation Analysis in Chat Conversations with Multiple Participants -- Humor and Emotions -- Computational Models for Incongruity Detection in Humour -- Emotions in Words: Developing a Multilingual WordNet-Affect -- Emotion Holder for Emotional Verbs - The Role of Subject and Syntax -- Machine Translation and Multilingualism -- A Chunk-Driven Bootstrapping Approach to Extracting Translation Patterns -- Computing Transfer Score in Example-Based Machine Translation -- Systematic Processing of Long Sentences in Rule Based Portuguese-Chinese Machine Translation -- Syntax Augmented Inversion Transduction Grammars for Machine Translation -- Syntactic Structure Transfer in a Tamil to Hindi MT System - A Hybrid Approach -- A Maximum Entropy Approach to Syntactic Translation Rule Filtering -- Mining Parenthetical Translations for Polish-English Lexica -- Automatic Generation of Bilingual Dictionaries Using Intermediary Languages and Comparable Corpora -- Hierarchical Finite-State Models for Speech Translation Using Categorization of Phrases -- Drive-by Language Identification -- Identification of Translationese: A Machine Learning Approach -- Information Extraction -- Acquiring IE Patterns through Distributional Lexical Semantic Models -- Multi-view Bootstrapping for Relation Extraction by Exploring Web Features and Linguistic Features -- Sequential Patterns to Discover and Characterise Biological Relations -- Extraction of Genic Interactions with the Recursive Logical Theory of an Ontology -- Ontological Parsing of Encyclopedia Information -- Information Retrieval -- Selecting the N-Top Retrieval Result Lists for an Effective Data Fusion -- Multi Word Term Queries for Focused Information Retrieval -- Optimal IR: How Far Away? -- Adaptive Term Weighting through Stochastic Optimization -- Text Categorization and Classification -- Enhancing Text Classification by Information Embedded in the Test Set -- Rank Distance Aggregation as a Fixed Classifier Combining Rule for Text Categorization -- The Influence of Collocation Segmentation and Top 10 Items to Keyword Assignment Performance -- A General Bio-inspired Method to Improve the Short-Text Clustering Task -- An Empirical Study on the Feature's Type Effect on the Automatic Classification of Arabic Documents -- Plagiarism Detection -- Word Length n-Grams for Text Re-use Detection -- Who's the Thief? Automatic Detection of the Direction of Plagiarism -- Text Summarization -- Integer Linear Programming for Dutch Sentence Compression -- GEMS: Generative Modeling for Evaluation of Summaries -- Quantitative Evaluation of Grammaticality of Summaries -- Speech Generation -- Integrating Contrast in a Framework for Predicting Prosody.