Adaptive Selection of Base Classifiers in One-Against-All Learning for Large Multi-labeled Collections -- Automatic Acquisition of Transfer Rules from Translation Examples -- Automatic Assessment of Open Ended Questions with a Bleu-Inspired Algorithm and Shallow NLP -- Automatic Phonetic Alignment and Its Confidence Measures -- Automatic Spelling Correction in Galician -- Baseline Methods for Automatic Disambiguation of Abbreviations in Jewish Law Documents -- Bayes Decision Rules and Confidence Measures for Statistical Machine Translation -- Character Identification in Children Stories -- Comparison and Evaluation of Two Approaches of a Multilayered QA System Applied to Temporality -- The Contents and Structure of the Context Base, and Its Application -- Developing a Minimalist Parser for Free Word Order Languages with Discontinuous Constituency -- Developing Competitive HMM PoS Taggers Using Small Training Corpora -- Exploring the Use of Target-Language Information to Train the Part-of-Speech Tagger of Machine Translation Systems -- Expressive Power and Consistency Properties of State-of-the-Art Natural Language Parsers -- An Independent Domain Dialogue System Through a Service Manager -- Information Retrieval in Digital Theses Based on Natural Language Processing Tools -- Integrating Conceptual Density with WordNet Domains and CALD Glosses for Noun Sense Disambiguation -- Intertwining Deep Syntactic Processing and Named Entity Detection -- Language Understanding Using n-multigram Models -- Multi-label Text Classification Using Multinomial Models -- A Multi-use Incremental Syntax-Semantic Interface -- Multiword Expression Translation Using Generative Dependency Grammar -- Named Entity Recognition Through Corpus Transformation and System Combination -- One Size Fits All? A Simple Technique to Perform Several NLP Tasks -- Ontology-Based Feature Transformations: A Data-Driven Approach -- On the Quality of Lexical Resources for Word Sense Disambiguation -- Reuse of Free Online MT Engines to Develop a Meta-system of Multilingual Machine Translation -- Semantic-Aided Anaphora Resolution in Large Corpora Development -- SemRol: Recognition of Semantic Roles -- Significance of Syntactic Features for Word Sense Disambiguation -- SisHiTra : A Hybrid Machine Translation System from Spanish to Catalan -- Smoothing and Word Sense Disambiguation -- Spelling Correction for Search Engine Queries -- A Statistical Study of the WPT-03 Corpus -- A Study of Chunk-Based and Keyword-Based Approaches for Generating Headlines -- Suffixal and Prefixal Morpholexical Relationships of the Spanish -- SuPor: An Environment for AS of Texts in Brazilian Portuguese -- Systemic Analysis Applied to Problem Solving: The Case of the Past Participle in French -- The Merging Problem in Distributed Information Retrieval and the 2-Step RSV Merging Algorithm -- Unsupervised Training of a Finite-State Sliding-Window Part-of-Speech Tagger -- Using Seed Words to Learn to Categorize Chinese Text -- On Word Frequency Information and Negative Evidence in Naive Bayes Text Classification.