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Automated Essay Rater using Natural Language Processing
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Year of Publication: 2017
|
10.5120/ijca2017913766 |
Shristi Drolia, Shrey Rupani, Pooja Agarwal and Abheejeet Singh. Automated Essay Rater using Natural Language Processing. International Journal of Computer Applications 163(10):44-46, April 2017. BibTeX
@article{10.5120/ijca2017913766,
author = {Shristi Drolia and Shrey Rupani and Pooja Agarwal and Abheejeet Singh},
title = {Automated Essay Rater using Natural Language Processing},
journal = {International Journal of Computer Applications},
issue_date = {April 2017},
volume = {163},
number = {10},
month = {Apr},
year = {2017},
issn = {0975-8887},
pages = {44-46},
numpages = {3},
url = {http://www.ijcaonline.org/archives/volume163/number10/27435-2017913766},
doi = {10.5120/ijca2017913766},
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
Abstract
This paper proposes a regression based approach for automatically scoring essays that are written in English. We have used standard Natural Language Processing (NLP) techniques for extracting the features from the essays. We extensively evaluate our approach on a benchmark database and demonstrate that the result obtained is comparable to human evaluators while at a much faster rate. We also analyze how the essays are scored to get a better understanding about the proposed approach.
References
- Valenti, Salvatore, Francesca Neri, and Alessandro Cucchiarelli. "An overview of current research on automated essay grading." Journal of Information Technology Education 2 (2003): 319-330.
- Shermis, Mark D., and Jill C. Burstein, eds. Automated essay scoring: A cross-disciplinary perspective. Routledge, 2003.
- Burstein, Jill, Martin Chodorow, and Claudia Leacock. "Automated essay evaluation: The Criterion online writing service." Ai Magazine 25.3 (2004): 27.
- Rudner, Lawrence M., and Tahung Liang. "Automated essay scoring using Bayes' theorem." The Journal of Technology, Learning and Assessment 1.2 (2002).
- Powers, Donald E., et al. "Stumping E‐Rater: Challenging the validity of automated essay scoring." ETS Research Report Series 2001.1 (2001).
- Dikli, Semire. "An overview of automated scoring of essays." The Journal of Technology, Learning and Assessment 5.1 (2006).
Keywords
ETS, NLP, BOW, NLTK