arXiv Open Access 2024

Recent Advancements and Challenges of Turkic Central Asian Language Processing

Yana Veitsman Mareike Hartmann
Lihat Sumber

Abstrak

Research in NLP for Central Asian Turkic languages - Kazakh, Uzbek, Kyrgyz, and Turkmen - faces typical low-resource language challenges like data scarcity, limited linguistic resources and technology development. However, recent advancements have included the collection of language-specific datasets and the development of models for downstream tasks. Thus, this paper aims to summarize recent progress and identify future research directions. It provides a high-level overview of each language's linguistic features, the current technology landscape, the application of transfer learning from higher-resource languages, and the availability of labeled and unlabeled data. By outlining the current state, we hope to inspire and facilitate future research.

Topik & Kata Kunci

Penulis (2)

Y

Yana Veitsman

M

Mareike Hartmann

Format Sitasi

Veitsman, Y., Hartmann, M. (2024). Recent Advancements and Challenges of Turkic Central Asian Language Processing. https://arxiv.org/abs/2407.05006

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2024
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓