Evaluating writing quality is complex and time-consuming often delaying feedback to learners. While automated writing evaluation tools are effective for English, Korean automated writing evaluation tools face challenges due to their inability to address multi-view analysis, error propagation, and evaluation explainability. To overcome these challenges, we introduce UKTA (Unified Korean Text Analyzer), a comprehensive Korea text analysis and writing evaluation system. UKTA provides accurate low-level morpheme analysis, key lexical features for mid-level explainability, and transparent high-level rubric-based writing scores. Our approach enhances accuracy and quadratic weighted kappa over existing baseline, positioning UKTA as a leading multi-perspective tool for Korean text analysis and writing evaluation.
View on arXiv@article{ahn2025_2502.09648,
title={ UKTA: Unified Korean Text Analyzer },
author={ Seokho Ahn and Junhyung Park and Ganghee Go and Chulhui Kim and Jiho Jung and Myung Sun Shin and Do-Guk Kim and Young-Duk Seo },
journal={arXiv preprint arXiv:2502.09648},
year={ 2025 }
}