Parser agreement and disagreement in L2 Korean UD: Implications for human-in-the-loop annotation

Fuente: arXiv
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Main Authors: Sung, Hakyung, Shin, Gyu-Ho
Format: Preprint
Published: 2026
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author Sung, Hakyung
Shin, Gyu-Ho
author_facet Sung, Hakyung
Shin, Gyu-Ho
contents We propose a simplified human-in-the-loop workflow for second language (L2) Korean morphosyntactic annotation by leveraging agreement between two domain-adapted parsers. We first evaluate whether parser agreement can serve as a proxy for annotation correctness by comparing it with independent human judgments. The results show strong correspondence between parser and human judgments, supporting the feasibility of semi-automatic L2-Korean UD annotation. Further analysis demonstrates that parser disagreements cluster in linguistically predictable domains such as grammatical-relation distinctions and clause-boundary ambiguity. While many disagreement cases are tractable for iterative model refinement, others reflect deeper representational challenges inherent in parsing and tagging L2-Korean corpora.
format Preprint
id arxiv_https___arxiv_org_abs_2605_06625
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Parser agreement and disagreement in L2 Korean UD: Implications for human-in-the-loop annotation
Sung, Hakyung
Shin, Gyu-Ho
Computation and Language
We propose a simplified human-in-the-loop workflow for second language (L2) Korean morphosyntactic annotation by leveraging agreement between two domain-adapted parsers. We first evaluate whether parser agreement can serve as a proxy for annotation correctness by comparing it with independent human judgments. The results show strong correspondence between parser and human judgments, supporting the feasibility of semi-automatic L2-Korean UD annotation. Further analysis demonstrates that parser disagreements cluster in linguistically predictable domains such as grammatical-relation distinctions and clause-boundary ambiguity. While many disagreement cases are tractable for iterative model refinement, others reflect deeper representational challenges inherent in parsing and tagging L2-Korean corpora.
title Parser agreement and disagreement in L2 Korean UD: Implications for human-in-the-loop annotation
topic Computation and Language
url https://arxiv.org/abs/2605.06625