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Bibliographic Details
Main Authors: Özateş, Şaziye Betül, Tıraş, Tarık Emre, Genç, Efe Eren, Taşdemir, Esma Fatıma Bilgin
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2402.14743
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Table of Contents:
  • This study introduces a pretrained large language model-based annotation methodology for the first de dency treebank in Ottoman Turkish. Our experimental results show that, 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.