Word Sense Disambiguation with Spreading Activation Networks Generated from Thesauri
Proceedings of the Twentieth International Joint Conference on Artificial Intelligence. Pages 1725-1729.
Abstract
Most word sense disambiguation (WSD) methods require large quantities of manually annotated training data and/or do not exploit fully the semantic relations of thesauri. We propose a new unsupervised WSD algorithm, which is based on generating Spreading Activation Networks (SANs) from the senses of a thesaurus and the relations between them. A new method of assigning weights to the networks' links is also proposed. Experiments show that the algorithm outperforms previous unsupervised approaches to WSD.
George Tsatsaronis, Michalis Vazirgiannis, and Ion Androutsopoulos. 2007. Word Sense Disambiguation with Spreading Activation Networks Generated from Thesauri. In Proceedings of the Twentieth International Joint Conference on Artificial Intelligence, IJCAI-07. IJCAI, 1725–1729. https://ijcai.org/proceedings/2007/279
Tsatsaronis, G., Vazirgiannis, M., & Androutsopoulos, I. (2007). Word Sense Disambiguation with Spreading Activation Networks Generated from Thesauri. In Proceedings of the Twentieth International Joint Conference on Artificial Intelligence, IJCAI-07 (pp. 1725–1729). IJCAI. https://ijcai.org/proceedings/2007/279
@inproceedings{ijcai2007p279,
title = {Word Sense Disambiguation with Spreading Activation Networks Generated from Thesauri},
author = {Tsatsaronis, George and Vazirgiannis, Michalis and Androutsopoulos, Ion},
booktitle = {Proceedings of the Twentieth International Joint Conference on
Artificial Intelligence, {IJCAI-07}},
publisher = {International Joint Conferences on Artificial Intelligence},
editor = {Ramon López de Mántaras},
pages = {1725--1729},
year = {2007},
url = {https://ijcai.org/proceedings/2007/279},
}
TY - CPAPER TI - Word Sense Disambiguation with Spreading Activation Networks Generated from Thesauri AU - Tsatsaronis, George AU - Vazirgiannis, Michalis AU - Androutsopoulos, Ion T2 - Proceedings of the Twentieth International Joint Conference on Artificial Intelligence, IJCAI-07 PB - International Joint Conferences on Artificial Intelligence PY - 2007 SP - 1725 EP - 1729 UR - https://ijcai.org/proceedings/2007/279 ER -Copied
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