Dependency Annotation of Ottoman Turkish with Multilingual BERT
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arXiv
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| Auteurs principaux: | , , , |
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866911998676041728 |
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| author | Özateş, Şaziye Betül Tıraş, Tarık Emre Genç, Efe Eren Taşdemir, Esma Fatıma Bilgin |
| author_facet | Özateş, Şaziye Betül Tıraş, Tarık Emre Genç, Efe Eren Taşdemir, Esma Fatıma Bilgin |
| 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2402_14743 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Dependency Annotation of Ottoman Turkish with Multilingual BERT Özateş, Şaziye Betül Tıraş, Tarık Emre Genç, Efe Eren Taşdemir, Esma Fatıma Bilgin Computation and Language 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. |
| title | Dependency Annotation of Ottoman Turkish with Multilingual BERT |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2402.14743 |