[PDF] Top 20 Task Independent Features for Automated Essay Grading

... one task to another. We discussed a wide range of features commonly used for essay grading regarding their task depen- dence and found that they can be categorized into strongly and ... See full document

... Automatic essay scoring (AES) is the task of as- signing grades to essays written in an educational setting, using a computer-based system with nat- ural language processing ...challenging task as it ... See full document

... prompt-independent features are employed, which are listed in Table ...an essay with a score beyond eight out of a 10-point scale is considered good, while the one receiving less than or equal to ... See full document

... the grading guide- lines for the national exams do not focus exclu- sively on the quality of the language used, but rather on the ability of the student to produce a coher- ent and convincing argument, ... See full document

... Recurrent Layer: After generating embeddings (whether from the convolution layer or directly from the lookup table layer), the recurrent layer starts pro- cessing the input to generate a representation for the given ... See full document

... and essay score as independent variables and de- pendent variable, respectively, and then learns a re- gression equation by classical regression algorithms, such as support vector regression (Vapnik et ... See full document

... several independent NLP-based modules for identifying features rel- evant to the scoring guide from three categories: syntax, discourse, and ...the essay scores with assigned by human ...dictive ... See full document

... Representations from pretrained models includ- ing (Devlin et al., 2018; Cer et al., 2018; Pe- ters et al., 2018) have led to performance im- provements across a variety of downstream NLP tasks. As shown in the previous ... See full document

... of Essay Assist—a computer program for guiding students towards appropriate decisions in the essay-writing ...of Essay Assist was informed by theoretical frameworks related to a socio- cognitive view ... See full document

... In a later study, Malmasi and Dras (2017) perform an NLI experiment on several corpora, namely TOEFL11, the Norwegian ASK corpus and the Jinan Chinese Learner corpus. For Nor- wegian, they use the features such as ... See full document

... Automated Essay Scoring (AES) employs computer technology to evaluate and score written prose in the place of the usual human ...for grading essay writing and to implement the Many-facets ... See full document

... fruit grading and demonstrate an appropriate strategy of applying different families of ML techniques to address the real-world industry ...classification task into multiple phases in order to address the ... See full document

... Automatic essay scoring (AES) is the task of build- ing a computer-based grading system, with the aim of reducing the involvement of human raters as far as ...learning. Features are typically ... See full document

... level features, IntelliMetric functions by building an essay scoring model first—samples of essays with scores already assigned by human expert raters are processed into the machine, which would then ... See full document

... hesion features, followed by ...these features would be the most important for scoring this attribute), the language and prompt adherence scores also happen to be affected by ... See full document

... Most previous work on AES has either ignored the differences between essays written in response to different prompts (Yannakoudakis et al., 2011) with the aim of building general AES systems, or has built prompt-specific ... See full document

... Grading difficulty and disagreement Al- though we observe a strong human-human agreement (HHA) between the three examiners, we also noted their comments with respect to the difficulty of the task of ... See full document

... shape-size features was developed by Mohammed ...the features and classify the ...online grading system for peeled pistachios using support vector machine with a cubic polynomial kernel ...for ... See full document

... The grading of mangoes is thus an essential step; however it is a tedious job and it is difficult for the graders to maintain constant ...this task could be performed automatically , the result would be ... See full document

... through grading task experiments by comparing with a grading task without ...their grading tasks much faster than the subjects who manually ...the grading tasks without burdening ... See full document