Automatic scoring system for short descriptive answer written in Korean using lexico-semantic pattern

  • Kim, Jeong-Eun
  • Park, Kinam
  • Chae, Jeong-Min
  • Jang, Hong-Jun
  • Kim, Byoung-Wook
  • ... Jung, Soon-Young
Citations

WEB OF SCIENCE

6
Citations

SCOPUS

10

초록

The researches on the automatic scoring system for English descriptive answers have been actively performed, but there are not so many researches on the automatic scoring system for Korean descriptive answers. In this paper, we propose an scoring method based on lexico-semantic pattern (LSP), which is known to be a good solution for the morphologically rich Korean language. In the proposed method, postposition information is utilized as an important tool for finding the meaning differences in Korean. In addition to using LSP, we also applied a synonym dictionary as a meaning extension approach to improve recall performance in scoring student's answer. Our experimental result shows that the proposed system performs better than the existing noun-keyword-based system by 0.137. Also, the best performance could be obtained by using a synonym dictionary.

키워드

Lexical semantic patternSynonymKorean short descriptive answerAutomatic scoring
제목
Automatic scoring system for short descriptive answer written in Korean using lexico-semantic pattern
저자
Kim, Jeong-EunPark, KinamChae, Jeong-MinJang, Hong-JunKim, Byoung-WookJung, Soon-Young
DOI
10.1007/s00500-017-2772-7
발행일
2018-07
유형
Article
저널명
Soft Computing
22
13
페이지
4241 ~ 4249