Automated Essay Grading Pre-Processed Dataset

The dataset is for the work “An Empirical Analysis of Machine Learning Models for Automated Essay Grading” - The dataset is a pre-processed version of the used publically available Hewlett Foundation’s Automated Student Assessment Prize (ASAP) dataset for experimental evaluation. Users can freely sign-up on Kaggle and download the raw dataset. This dataset has been extensively used in literature for evaluating automatic grading techniques (Dong and Zhang, 2016)(Cummins et al., 2016). We process the raw data and provide the processed data. Details in our paper titled: An Empirical Analysis of Machine Learning Models for Automated Essay Grading.本数据集配套于论文《自动化作文评分（Automated Essay Grading）的机器学习模型（Machine Learning Models）实证分析》。本数据集为经预处理后的公开可用版本，源自休利特基金会（Hewlett Foundation）自动化学生评估奖（Automated Student Assessment Prize, ASAP）公开数据集，用于实验评估。用户可在Kaggle平台免费注册并下载该原始数据集。该数据集已在诸多学术文献中被广泛应用于自动化作文评分技术的评估研究（Dong与Zhang, 2016；Cummins等人, 2016）。本研究团队对原始数据进行预处理并提供处理后的数据集，相关细节详见本团队题为《自动化作文评分的机器学习模型实证分析》的论文。