A Tibetan Word Sense Disambiguation Method Based on HowNet and Chinese-Tibetan Parallel Corpora

2015 ◽  
pp. 152-159
Author(s):  
Xinmin Jiang ◽  
Lirong Qiu ◽  
Yeqing Li
Keyword(s):  
Word Sense Disambiguation ◽  
Word Sense ◽  
Parallel Corpora ◽  
Sense Disambiguation

MULTI-ENGINE COLLABORATIVE BOOTSTRAPPING FOR WORD SENSE DISAMBIGUATION

2007 ◽  
Vol 16 (03) ◽  
pp. 465-482 ◽  
Author(s):  
JIANYONG DUAN ◽  
RUZHAN LU ◽  
XUENING LI
Keyword(s):  
Word Sense Disambiguation ◽  
Feature Space ◽  
Learning Approaches ◽  
Word Sense ◽  
Parallel Corpora ◽  
Semantic Correlation ◽  
Correlation Estimation ◽  
Sense Disambiguation ◽  
Base Learner ◽  
Selection Mechanisms

In this paper we propose a new word sense disambiguation method called Multi-engine Collaborative Bootstrapping (MCB) that combines different types of corpora and also uses two languages for bootstrapping. MCB uses the bilingual bootstrapping as its core algorithm that leading to incremental knowledge acquisition. The EM model is applied to train parameters in a base learner. The feature translation model is improved by semantic correlation estimation. In addition we use multi-engine selection to produce qualified starting seeds from parallel corpora and monolingual corpora. Those seeds that are generated through unsupervised machine learning approaches can also ensure bootstrapping effectiveness in contrast with manually selected seeds in spite of their different selection mechanisms. Experimental results prove the effectiveness of MCB. Some factors including feature space and starting seed number are concerned involved in our experiments because the EM algorithm is sensitive to starting values. Limitation of resources is also a concern.

Graph Based Word Sense Disambiguation Method Using Distance Between Words

2012 ◽  
Vol 23 (4) ◽  
pp. 776-785 ◽  
Author(s):  
Zhi-Zhuo YANG ◽  
He-Yan HUANG
Keyword(s):  
Word Sense Disambiguation ◽  
Word Sense ◽  
Sense Disambiguation

scholarly journals Multimodal Word Sense Disambiguation in Creative Practice

2020 ◽  
Author(s):  
Manuel Ladron de Guevara ◽  
Christopher George ◽  
Akshat Gupta ◽  
Daragh Byrne ◽  
Ramesh Krishnamurti
Keyword(s):  
Word Sense Disambiguation ◽  
Word Sense ◽  
Creative Practice ◽  
Sense Disambiguation

scholarly journals Spreading semantic information by Word Sense Disambiguation

2017 ◽  
Vol 132 ◽  
pp. 47-61 ◽  
Author(s):  
Yoan Gutiérrez ◽  
Sonia Vázquez ◽  
Andrés Montoyo
Keyword(s):  
Semantic Information ◽  
Word Sense Disambiguation ◽  
Word Sense ◽  
Sense Disambiguation
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