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Combining embedding methods for a word intrusion task

Authors :
Nielsen, Finn Årup
Hansen, Lars Kai
Source :
Nielsen, F Å & Hansen, L K 2019, Combining embedding methods for a word intrusion task . in Proceedings of the 15 th Conference on Natural Language Processing . Association for Computational Linguistics, pp. 237-240, 15 th Conference on Natural Language Processing, Erlangen, Germany, 09/10/2019 .
Publication Year :
2019
Publisher :
Association for Computational Linguistics, 2019.

Abstract

We report a new baseline for a Danish word intrusion task by combining pre-trained offthe-shelf word, subword and knowledge graph embedding models. We test fastText, Byte-Pair Encoding, BERT and the knowledge graph embedding in Wembedder, finding fastText as the individual model with the superior performance, while a simple combination of the fastText with other models can slightly improve the accuracy of finding the odd-one-out words in the wordintrusion task.

Details

Language :
English
Database :
OpenAIRE
Journal :
Nielsen, F Å & Hansen, L K 2019, Combining embedding methods for a word intrusion task . in Proceedings of the 15 th Conference on Natural Language Processing . Association for Computational Linguistics, pp. 237-240, 15 th Conference on Natural Language Processing, Erlangen, Germany, 09/10/2019 .
Accession number :
edsair.od......1202..d596c959d91435e5683015d181bf7b0b