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Physical Sciences and Mathematics Commons

Open Access. Powered by Scholars. Published by Universities.®

DePaul University

2019

Natural Language Processing

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Full-Text Articles in Physical Sciences and Mathematics

Automatic Inference Of Causal Reasoning Chains From Student Essays, Simon Mark Hughes Oct 2019

Automatic Inference Of Causal Reasoning Chains From Student Essays, Simon Mark Hughes

College of Computing and Digital Media Dissertations

While there has been an increasing focus on higher-level thinking skills arising from the Common Core Standards, many high-school and middle-school students struggle to combine and integrate information from multiple sources when writing essays. Writing is an important learning skill, and there is increasing evidence that writing about a topic develops a deeper understanding in the student. However, grading essays is time consuming for teachers, resulting in an increasing focus on shallower forms of assessment that are easier to automate, such as multiple-choice tests. Existing essay grading software has attempted to ease this burden but relies on shallow lexico-syntactic features …