Second language Korean Universal Dependency treebank v1.2: Focus on data augmentation and annotation scheme refinement
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Abstract (arXiv)
We expand the second language (L2) Korean Universal Dependencies (UD) treebank with 5,454 manually annotated sentences. The annotation guidelines are also revised to better align with the UD framework. Using this enhanced treebank, we fine-tune three Korean language models and evaluate their performance on in-domain and out-of-domain L2-Korean datasets. The results show that fine-tuning significantly improves their performance across various metrics, thus highlighting the importance of using well-tailored L2 datasets for fine-tuning first-language-based, general-purpose language models for the morphosyntactic analysis of L2 data.
Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 7 of its 33 references that are in the map. First posted on arXiv 18 Mar 2025.
Builds on
7 of 33 references.
References · 7
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Built on by
Citing papers per year: 2025: 2; 2026: 1.
3 papers.
- 2025Parsing the Switch: LLM-Based UD Annotation for Complex Code-Switched and Low-Resource Languagescited by 2
- 2025UD-KSL Treebank v1.3: A semi-automated framework for aligning XPOS-extracted units with UPOS tagscited by 1
- 2026Parser agreement and disagreement in L2 Korean UD: Implications for human-in-the-loop annotationcited by 0
- 2026Parser agreement and disagreement in L2 Korean UD: Implications for human-in-the-loop annotation7 May 2026
- 2025UD-KSL Treebank v1.3: A semi-automated framework for aligning XPOS-extracted units with UPOS tags10 Jun 2025
- 2025Parsing the Switch: LLM-Based UD Annotation for Complex Code-Switched and Low-Resource Languages8 Jun 2025