Automated Answer Script Evaluation Using Deep Learning

Arepelly Shylesh, Abdul Raafeh, Shaik Mathin, Vallakati Bhanu Prakash, Shanmugasundaram Hariharan · 2023

Recent advances in deep learning are replacing conventional systems in many aspects of life. Deep Learning provides a cost-effective and consistent alternative to human marking. An automated script analyzer aids in overcoming the difficulties associated with manual evaluation. The increasing competition in the education field made a heavy load on evaluators which is time-consuming. Finally, irritation results in a difference in paper evaluation from student to student, which is not a reliable and efficient way of evaluation. So to decrease manual power, increase technology for coping with long time-consuming processes, and make equally distributed evaluations according to students writing and standard of answers, we came up with the idea of automated scripting used for automated evaluation of scripts which is an easy and effective way of correction. The system considers factors like grammatical errors, synonyms, stop words, etc for analysis and gives scoring.

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