Clustering and diversifying web search results with graph-based word sense induction

A Di Marco, R Navigli - Computational Linguistics, 2013 - direct.mit.edu
Web search result clustering aims to facilitate information search on the Web. Rather than
the results of a query being presented as a flat list, they are grouped on the basis of their …

De-conflated semantic representations

MT Pilehvar, N Collier - arxiv preprint arxiv:1608.01961, 2016 - arxiv.org
One major deficiency of most semantic representation techniques is that they usually model
a word type as a single point in the semantic space, hence conflating all the meanings that …

[PDF][PDF] Semeval-2007 task 02: Evaluating word sense induction and discrimination systems

E Agirre, A Soroa - … of the fourth international workshop on …, 2007 - aclanthology.org
The goal of this task is to allow for comparison across sense-induction and discrimination
systems, and also to compare these systems to other supervised and knowledgebased …

A quick tour of word sense disambiguation, induction and related approaches

R Navigli - International Conference on Current Trends in Theory …, 2012 - Springer
Abstract Word Sense Disambiguation (WSD) and Word Sense Induction (WSI) are two
fundamental tasks in Natural Language Processing (NLP), ie, those of, respectively …

[PDF][PDF] Inducing word senses to improve web search result clustering

R Navigli, G Crisafulli - Proceedings of the 2010 conference on …, 2010 - aclanthology.org
In this paper, we present a novel approach to Web search result clustering based on the
automatic discovery of word senses from raw text, a task referred to as Word Sense …

[PDF][PDF] Two graph-based algorithms for state-of-the-art WSD

E Agirre, D Martínez, OL de Lacalle… - Proceedings of the 2006 …, 2006 - aclanthology.org
This paper explores the use of two graph algorithms for unsupervised induction and tagging
of nominal word senses based on corpora. Our main contribution is the optimization of the …

A state of the art of word sense induction: A way towards word sense disambiguation for under-resourced languages

M Nasiruddin - arxiv preprint arxiv:1310.1425, 2013 - arxiv.org
Word Sense Disambiguation (WSD), the process of automatically identifying the meaning of
a polysemous word in a sentence, is a fundamental task in Natural Language Processing …

Creating a system for lexical substitutions from scratch using crowdsourcing

C Biemann - Language Resources and Evaluation, 2013 - Springer
This article describes the creation and application of the Turk Bootstrap Word Sense
Inventory for 397 frequent nouns, which is a publicly available resource for lexical …

[PDF][PDF] Using distributional similarity for lexical expansion in knowledge-based word sense disambiguation

T Miller, C Biemann, T Zesch… - Proceedings of COLING …, 2012 - aclanthology.org
We explore the contribution of distributional information for purely knowledge-based word
sense disambiguation. Specifically, we use a distributional thesaurus, computed from a …

Graph-based methods for natural language processing and understanding—a survey and analysis

MT Mills, NG Bourbakis - IEEE Transactions on Systems, Man …, 2013 - ieeexplore.ieee.org
This survey and analysis presents the functional components, performance, and maturity of
graph-based methods for natural language processing and natural language understanding …