(Special issue on Computational Treatment of Language, edited by Alexander Gelbukh)

SOCORRO BERNARDOS & MARÍA  A. BARRIOS: Data Model for a Lexical Resource Based on Lexical Functions
VIRGINIA FRANCISCO & PABLO GERVÁS: Ontology-Supported Automated Mark Up of Affective Information in Texts
PETER CHEW, PHILIP KEGELMEYER, BRETT BADER & AHMED ABDELALI:  The Knowledge of Good and Evil: Multilingual Ideology Classification with PARAFAC2 and Machine Learning
GREGORY GREFENSTETTE & GUILLAUME PITEL: Image Specific Language Model: Comparing Language Models from Two Independent Distributions from FlickR and the Web
NATALIA PONOMAREVA: Revealing Granularity of Domain Terminology with Inductive Method of Model Self-Organization
RONALD WINNEMÖLLER: Using Meaning Aspects for Word Sense Disambiguation
PAULA CRISTINA VAZ & DAVID MARTINS DE MATOS: Using Unsupervised Word Sense Disambiguation to Guess Verb Subjects on Untagged Corpora
XIAOHONG WU,  WENLIANG CHEN & HITOSHI ISAHARA: Automatic Extraction of Case Frames for Chinese Verbs
JESÚS TOMÁS, JORDI BATALLER, FRANCISCO CASACUBERTA & JAIME LLORET: Mining Wikipedia as a Parallel and Comparable Corpus