Automated Grading and Feedback of Programming Assignments

Marcus Messer
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Abstract

Over the last few years, Computer Science class sizes have increased, resulting in a higher grading workload. To manage this workload, universities often use multiple graders to deliver the grades and associated feedback quickly. While using multiple graders enables the required turnaround times to be achieved, it does come at the cost of consistency and feedback quality. Automating the process of grading and feedback could help solve these issues. This project will look into methods to fully or partially automate grading and feedback, such as machine learning and natural language processing, to improve grade uniformity and feedback quality.
编程作业的自动评分和反馈
在过去的几年里,计算机科学的班级规模增加了,导致了更高的评分工作量。为了管理这种工作量,大学经常使用多个评分员来快速交付成绩和相关反馈。虽然使用多个分级器可以实现所需的周转时间,但它确实以一致性和反馈质量为代价。自动化评分和反馈过程可以帮助解决这些问题。该项目将研究完全或部分自动化评分和反馈的方法,如机器学习和自然语言处理,以提高评分一致性和反馈质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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