1. Automated and Semi-Automated Assessment of STEM Reasoning Questions Open Access Author: Li, Zhaohui Title: Automated and Semi-Automated Assessment of STEM Reasoning Questions Graduate Program: Computer Science and Engineering (PHD) Keywords: Automated AssessmentMachine LearningSelective PredictionHuman-in-the-LoopNLPEducationRelation NetworksContrastive LearningHuman-in-the-LoopSelective Prediction File: Download ZhaohuiLI_thesis.pdf Committee Members: Chitaranjan Das, Program Head/ChairDongwon Lee, Outside Unit & Field MemberHuijuan Xu, Major Field MemberRui Zhang, Major Field MemberRebecca Passonneau, Chair & Dissertation Advisor