Unsupervised Word Sense Disambiguation Using Alpha-Beta Associative Memories

Unsupervised Italian Word Sense Disambiguation using Wordnets And Unlabeled Corpora

Noun Sense Induction and Disambiguation using Graph-Based Distributional Semantics

We introduce an approach to word sense induction and disambiguation. The method is unsupervised and knowledge-free: sense representations are learned from distributional evidence and subsequently used to disambiguate word instances in context. These sense representations are obtained by clustering dependency-based secondorder similarity networks. We then add features for disambiguation from het...

A Fully Unsupervised Word Sense Disambiguation Method Using Dependency Knowledge

Word sense disambiguation is the process of determining which sense of a word is used in a given context. Due to its importance in understanding semantics of natural languages, word sense disambiguation has been extensively studied in Computational Linguistics. However, existing methods either are brittle and narrowly focus on specific topics or words, or provide only mediocre performance in re...

Unsupervised Sense Disambiguation Using Bilingual Probabilistic Models

We describe two probabilistic models for unsupervised word-sense disambiguation using parallel corpora. The first model, which we call the Sense model, builds on the work of Diab and Resnik (2002) that uses both parallel text and a sense inventory for the target language, and recasts their approach in a probabilistic framework. The second model, which we call the Concept model, is a hierarchica...

Improving Subjectivity Detection using Unsupervised Subjectivity Word Sense Disambiguation

In this work, we present a sentence-level subjectivity detection method, which relies on Subjectivity Word Sense Disambiguation (SWSD). We use an unsupervised sense clustering-based method for SWSD. In our method, semantic resources tagged with emotions and sentiment polarities are used to apply subjectivity detection, intervening Word Sense Disambiguation sub-tasks. Through an experimental stu...