JOURNAL ARTICLE

Short Answer Grading Using String Similarity And Corpus-Based Similarity

WaelAly A.

Year: 2012 Journal:   International Journal of Advanced Computer Science and Applications Vol: 3 (11)   Publisher: Science and Information Organization

Abstract

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:
Computer science Similarity (geometry) Artificial intelligence Grading (engineering) String metric Natural language processing String (physics) Correlation Pattern recognition (psychology) Machine learning Data mining String searching algorithm Pattern matching Mathematics Image (mathematics)

Metrics

57
Cited By
2.27
FWCI (Field Weighted Citation Impact)
34
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence
Natural Language Processing Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Intelligent Tutoring Systems and Adaptive Learning
Physical Sciences →  Computer Science →  Artificial Intelligence

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