Essays are thought of as probably the most useful tool to assess learning outcomes, guide students’ studying process and to measure their progress. Manual grading of students’ essays is a time-consuming process, however is however crucial. Automated essay analysis represents a practical resolution to this activity, nonetheless, its important weakness is the predominant focus on vocabulary and text syntax, and limited consideration of textual content semantics. On this work, we suggest an extension of current automated essay analysis systems by incorporating further semantic coherence and consistency attributes. We design the novel coherence attributes by transforming sequential elements of an essay into the semantic house. Measuring adjustments between them to estimate coherence of the textual content. The novel consistency attributes detect semantic errors using information extraction and logic reasoning. The ensuing system (named SAGE - Semantic Automated Grader for Essays) offers semantic feedback for the writer. Achieves significantly larger grading accuracy in contrast with 9 other state-of-the-artwork automated essay evaluation methods.

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