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Analytic Automated Essay Scoring Based on Deep Neural Networks Integrating Multidimensional Item Response Theory
Many AES models based on deep neural networks have been proposed in recent years and have achieved high accuracy, but most of these models are designed to predict only a single overall score.
Neural Automated Essay Scoring Incorporating Handcrafted Features
One of the most popular hybrid methods is formulated as a DNN-AES model with an additional recurrent neural network (RNN) that processes a sequence of handcrafted sentence-level features.
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