DOI: 10.5176/2251-2195_CSEIT19.156
Authors: Mr. Dhruv Gupta
Abstract: The recent developments of automation is an inevitable reality. It will have a significant influence in subsequent years. Advanced automation will overpower humans. In the educational field it serves as a great purpose. As we know, writing is considered to be one of the finest ways to express ideas and it can be categorized as an expository, persuasive, narrative and descriptive. Along with the writing skills, proper evaluation of the essay is equally essential. Automated Essay Grading is the tool which is used for evaluation of essays using methods like NLP which are concerned with the interaction of computers with human languages. The primary purpose of this system is to increase efficiency and in addition add to the consistency and accuracy which may be secondary benefits. The system is increasingly becoming popular as human scoring is not only becoming expensive but also cumbersome as the number of examinees grows. Quick feedback is another feature for the increase in the use of the system. Although a few challenges have been faced by the system but it is highly reliable and has a great impact in the field of education. The result obtained a score of 0.966 on the Quadratic Weighted Kappa metric (QWK).
Keywords: Neural Networks, Machine Learning, Natural Language Processing, Long short term memory
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