Punctuation restoration Model and Spacing Model for Korean Ancient Document

December 19, 2023 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Taehong Jang, Joonmo Ahn, Sojung Lucia Kim arXiv ID 2312.11881 Category cs.CL: Computation & Language Cross-listed cs.AI Citations 1 Venue arXiv.org Last Checked 6 months ago
Abstract
In Korean ancient documents, there is no spacing or punctuation, and they are written in classical Chinese characters. This makes it challenging for modern individuals and translation models to accurately interpret and translate them. While China has models predicting punctuation and spacing, applying them directly to Korean texts is problematic due to data differences. Therefore, we developed the first models which predict punctuation and spacing for Korean historical texts and evaluated their performance. Our punctuation restoration model achieved an F1 score of 0.84, and Spacing model achieved a score of 0.96. It has the advantage of enabling inference on low-performance GPUs with less VRAM while maintaining quite high accuracy.
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