TY - GEN
T1 - SenseDependency-rank
T2 - 18th International Conference on Computational Linguistics and Intelligent Text Processing, CICLing 2017
AU - Sobrevilla-Cabezudo, Marco Antonio
AU - Oncevay-Marcos, Arturo
AU - Melgar, Andrés
N1 - Publisher Copyright:
© Springer Nature Switzerland AG 2018.
PY - 2018
Y1 - 2018
N2 - Word Sense Disambiguation (WSD) is the field that seeks to determine the correct sense of a word in a given context. In this paper, we present a WSD method based on random walks over a dependency tree, whose nodes are word-senses from the WordNet. Besides, our method incorporates prior knowledge about the frequency of use of the word-senses. We observed that our results outperform several graph-based WSD methods in All-Word task of SensEval-2 and SensEval-3, including the baseline, where the nouns and verbs part-of-speech show the better improvement in their F-measure scores.
AB - Word Sense Disambiguation (WSD) is the field that seeks to determine the correct sense of a word in a given context. In this paper, we present a WSD method based on random walks over a dependency tree, whose nodes are word-senses from the WordNet. Besides, our method incorporates prior knowledge about the frequency of use of the word-senses. We observed that our results outperform several graph-based WSD methods in All-Word task of SensEval-2 and SensEval-3, including the baseline, where the nouns and verbs part-of-speech show the better improvement in their F-measure scores.
KW - Dependency tree
KW - Random walks
KW - Word Sense Disambiguation
UR - http://www.scopus.com/inward/record.url?scp=85055427090&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-77113-7_15
DO - 10.1007/978-3-319-77113-7_15
M3 - Conference contribution
AN - SCOPUS:85055427090
SN - 9783319771120
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 185
EP - 194
BT - Computational Linguistics and Intelligent Text Processing - 18th International Conference, CICLing 2017, Revised Selected Papers
A2 - Gelbukh, Alexander
PB - Springer Verlag
Y2 - 17 April 2017 through 23 April 2017
ER -