Sentence Level Amharic Word Sense Disambiguation
Journal Title: American Journal of Environmental Economics - Year 2022, Vol 1, Issue 2
Abstract
Lexical ambiguity, phonological ambiguity, structural ambiguity, referential ambiguity, semantic ambiguity, and orthographic ambiguity were all types of Amharic ambiguity. The other ambiguities were out of this research because the study focuses on lexical-semantic, orthographic, and semantic ambiguities. Until now, some experts have been researching the Amharic word sense disambiguation system. Recent research, on the other hand, did not take into account antonym, troponymy, holonomy, and homonym relationships in the WordNet; this problem was overcome by this study. Using a Deep Learning method, we are developing an Amharic word sense disambiguation model. We use a design science research strategy to close the gap, starting with problem identification and concluding with final communication. 159 ambiguous words, 1214 synsets, and 2164 sentence datasets were used to create three distinct Deep Learning algorithms in three separate experiments. Using the given dataset, the overall performance of the model is measured using performance metrics in precision, F-measure, and confusion matrix. In this study, LSTM, CNN, and Bi-LSTM obtained 94 percent, 95 percent, and 96 percent accuracy respectively in the third experiment, based on performance measurement.
Authors and Affiliations
Dereje Senay Merawi Tesfa Tegegne Yalewu Yitbarek Worku Tamir
Keywords
Related Articles
- EP ID EP721998
- DOI https://doi.org/10.54536/ajet.v1i2.531
- Views 48
- Downloads 0
A Voyage into the Visualization of Athletic Performances: A Review
Every athlete's path includes visualization as a tool for improving performance and developing plans to achieve their goals. Visualization assists individuals in visualizing how they wish to perform in their chosen sport...
Metacognitive Awareness and Attitude Towards Communicative Approach of Junior High School Students
This study aims to establish the significance of the influence of metacognitive awareness to the attitude towards communicative approach of Junior High School students. In order to do so, this study employed the quantita...
Cultivating Ecological Understandings in Participatory Action Research - Insights from Dharma Yoga Metaphor
As a PhD researcher, I worked with Participatory Action Research (PAR). To this reference, this paper reflects upon my personal experiences and intellectual development in maintaining inner calm and balance when faced wi...
Lived Experiences of Science Major Students in the Absence of Laboratory Activities
The importance of laboratory activities in science education cannot be overstated. Scientific laboratory activities and experiments have helped students absorb science lessons more easily in recent years. Science cannot...
Implementation of Student Internship Program in the Philippines (SIPP) of Northwest Samar State University: Inputs for Improvement
The study aimed to analyze and determine the effectiveness of the implementation of Northwest Samar State University based on CMO No. 104 s. 2017. I used a descriptive-evaluative research design employing the use of an e...