International Journal of Computer Applications |
Foundation of Computer Science (FCS), NY, USA |
Volume 183 - Number 7 |
Year of Publication: 2021 |
Authors: Sampada K.S., Anusha S., N. Vignesh Karthik |
10.5120/ijca2021921357 |
Sampada K.S., Anusha S., N. Vignesh Karthik . Automated Essay Evaluation using Chart Parser. International Journal of Computer Applications. 183, 7 ( Jun 2021), 15-18. DOI=10.5120/ijca2021921357
Essays help in assessing academic excellence and linking various ideas with the ability to recall. Evaluating essays manually is a tedious and time consuming job. Automated grading shall reduce the evaluation time and with appropriate training, would generate a realistic and accurate score. We aim to develop an automated essay evaluation system by employing a regressor, fed with features like count of misspelt words, sentences, words, characters, nouns, verbs, adverbs, adjectives, and lemmas. Sentences are checked for grammatical correctness using a custom built parser. The regressors are trained on the enlisted features and then measured for the performance. Various regressors like Linear, Logistic and Random Forest have been employed and observed to select a model with the best performance for use.