A Neural Approach to Automated Essay Scoring on ShortScience.org

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A Neural Approach to Automated Essay Scoring
Taghipour, Kaveh and Ng, Hwee Tou
Empirical Methods on Natural Language Processing (EMNLP) - 2016 via Local Bibsonomy
Keywords: dblp

Summaries/Notes 1

[link] Summary by Marek Rei 6 years ago

The authors construct a neural network for automated essay scoring.

https://i.imgur.com/XTWGpmy.png

Convolution window of 3 is passed over the text, which is used as input to an LSTM. The output of the LSTM is averaged over all timesteps and then a single value in the range of [0,1] is predicted as a scaled-down score for the essay. They evaluate by measuring quadratic weighted Kappa on the Kaggle essay scoring dataset.

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