Dependency Annotation of Ottoman Turkish with Multilingual BERT

Clicks: 84
ID: 283382
2024
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Abstract
This study introduces a pretrained large language model-based annotation methodology of the first dependency treebank in Ottoman Turkish. Our experimental results show that, through iteratively i) pseudo-annotating data using a multilingual BERT-based parsing model, ii) manually correcting the pseudo-annotations, and iii) fine-tuning the parsing model with the corrected annotations, we speed up and simplify the challenging dependency annotation process. The resulting treebank, that will be a part of the Universal Dependencies (UD) project, will facilitate automated analysis of Ottoman Turkish documents, unlocking the linguistic richness embedded in this historical heritage.
Reference Key
Özates2024dependency Use this key to autocite in the manuscript while using SciMatic Manuscript Manager or Thesis Manager
Authors S. Özates; Tarik Emre Tiras; Efe Eren Genç; Esma F. Bilgin Tasdemir
Journal Law
Year 2024
DOI
10.48550/arXiv.2402.14743
URL
https://www.semanticscholar.org/paper/cbcc39dd244d9a7dcefadde5fee648465874ea77
Keywords
annotation turkish dependency bert Multilingual ottoman

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