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Automatic WordNet Construction using Word Sense Induction through Sentence Embeddings. (arXiv:2204.03251v1 [cs.CL])
April 8, 2022, 1:11 a.m. | Dan John Velasco, Axel Alba, Trisha Gail Pelagio, Bryce Anthony Ramirez, Jan Christian Blaise Cruz, Charibeth Cheng
cs.CL updates on arXiv.org arxiv.org
Language resources such as wordnets remain indispensable tools for different
natural language tasks and applications. However, for low-resource languages
such as Filipino, existing wordnets are old and outdated, and producing new
ones may be slow and costly in terms of time and resources. In this paper, we
propose an automatic method for constructing a wordnet from scratch using only
an unlabeled corpus and a sentence embeddings-based language model. Using this,
we produce FilWordNet, a new wordnet that supplants and improves …
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