JOURNAL ARTICLE

Short Answer Grading Using String Similarity And Corpus-Based Similarity

Abstract

Most automatic scoring systems use pattern based that requires a lot of hard and tedious work.These systems work in a supervised manner where predefined patterns and scoring rules are generated.This paper presents a different unsupervised approach which deals with students' answers holistically using text to text similarity.Different String-based and Corpus-based similarity measures were tested separately and then combined to achieve a maximum correlation value of 0.504.The achieved correlation is the best value achieved for unsupervised approach Bag of Words (BOW) when compared to previous work.

Keywords:
Similarity (geometry) Pattern recognition (psychology) Correlation Grading (engineering) Similitude

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Topics

Intelligent Tutoring Systems and Adaptive Learning
Physical Sciences →  Computer Science →  Artificial Intelligence
Educational Technology and Assessment
Physical Sciences →  Computer Science →  Information Systems
Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence

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