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Title: :  Word Sense Disambiguation using Neural Networks
PaperId: :  14487
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 3 2021
DUI:    16.0415/IJARIIE-14487
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Charushila Dadabhau BhadaneDepartment of Computer Engineering SITRC
Naresh ThoutamDepartment of Computer Engineering SITRC
Mansi Narendra MahajanDepartment of Computer Engineering SITRC
Vrushali Ramdas SuryawanshiDepartment of Computer Engineering SITRC

Abstract

Natural Language Processing
Machine Learning, Neural Network, Classification Algorithm
Word Sense Disambiguation (WSD) is the task of removing ambiguity in different senses of words. It is a core research field in computational linguistics dealing with the automatic assignment of senses to words occurring in a given context [11]. Humans are inherently good at WSD and distinguish senses used in words through spoken language. Computers on the other hand have difficulties identifying correct senses of words. Various advancements have been made in the task of disambiguation using mainly four approaches: Knowledge-based, Supervised, Semi-Supervised, and Unsupervised. Better understanding of the human language will help computer’s performance in various applications such as search engine optimization, information retrieval, information extraction, software assistants, and voice command interpretation. The objective of this work is to present a supervised neural network machine learning model using various algorithms dedicated to the task of maximizing accuracy of sense detection. The input layer of the neural network will consist of nodes having binary values depending on the presence or absence of frequently occurring context words related to the ambiguous words. The output layer will consist of nodes equal to the number of senses the ambiguous word has. Training and testing of the model will be done using lexical resources such as SemCor or OMSTI. Accuracy will be calculated based on All- Word tasks from SemEval International Workshops

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IJARIIE Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, and Vrushali Ramdas Suryawanshi. "Word Sense Disambiguation using Neural Networks" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 3 2021 Page 1831-1838
MLA Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, and Vrushali Ramdas Suryawanshi. "Word Sense Disambiguation using Neural Networks." International Journal Of Advance Research And Innovative Ideas In Education 7.3(2021) : 1831-1838.
APA Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, & Vrushali Ramdas Suryawanshi. (2021). Word Sense Disambiguation using Neural Networks. International Journal Of Advance Research And Innovative Ideas In Education, 7(3), 1831-1838.
Chicago Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, and Vrushali Ramdas Suryawanshi. "Word Sense Disambiguation using Neural Networks." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 3 (2021) : 1831-1838.
Oxford Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, and Vrushali Ramdas Suryawanshi. 'Word Sense Disambiguation using Neural Networks', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, 2021, p. 1831-1838. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Word_Sense_Disambiguation_using_Neural_Networks_ijariie14487.pdf (Accessed : 28 May 2025).
Harvard Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, and Vrushali Ramdas Suryawanshi. (2021) 'Word Sense Disambiguation using Neural Networks', International Journal Of Advance Research And Innovative Ideas In Education, 7(3), pp. 1831-1838IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Word_Sense_Disambiguation_using_Neural_Networks_ijariie14487.pdf (Accessed : 28 May 2025)
IEEE Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, and Vrushali Ramdas Suryawanshi, "Word Sense Disambiguation using Neural Networks," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, pp. 1831-1838, May-Jun 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Word_Sense_Disambiguation_using_Neural_Networks_ijariie14487.pdf [Accessed : 28 May 2025].
Turabian Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, and Vrushali Ramdas Suryawanshi. "Word Sense Disambiguation using Neural Networks." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 3 (28 May 2025).
Vancouver Charushila Dadabhau Bhadane, Naresh Thoutam, Mansi Narendra Mahajan, and Vrushali Ramdas Suryawanshi. Word Sense Disambiguation using Neural Networks. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : 28 May 2025]; 7(3) : 1831-1838. Available from: https://ijariie.com/AdminUploadPdf/Word_Sense_Disambiguation_using_Neural_Networks_ijariie14487.pdf
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