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All Journal IAES International Journal of Artificial Intelligence (IJ-AI)
Madhura Phadke
Datta Meghe College of Engineering
Computer Science & IT Engineering

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Wiki sense bag creation using multilingual word sense disambiguation Shreya Patankar; Madhura Phadke; Satish Devane
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 11, No 1: March 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v11.i1.pp319-326

Abstract

Performance of word sense disambiguation (WSD) is one of the challenging tasks in the area of natural language processing (NLP). Generation of sense annotated corpus for multilingual word sense disambiguation is out of reach for most languages even if resources are available. In this paper we propose an unsupervised method using word and sense embedding or improving the performance of these systems using untagged. Corpora and create two bags namely ontological bag and wiki sense bag to generate the senses with highest similarity. Wiki sense bag provides external knowledge to the system required to boost the disambiguation accuracy. We explore Word2Vec model to generate the sense bag and observe significant performance gain for our dataset.
Co-Authors Satish Devane Shreya Patankar