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Vietnamese Language
arXiv (Cornell University)
Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks
2025
Decoder-based transformers, while revolutionizing language modeling and scaling to immense sizes, have not completely overtaken encoder-heavy architectures in natural language processing. Specifically, encoder-only models remain dominant in tasks like classif…
Article

Vietnamese Language

Most widely-spoken Austroasiatic language

Vietnamese (Vietnamese: tiếng Việt ) is an Austroasiatic language spoken primarily in Vietnam where it is the national and official language. Vietnamese is spoken natively by around 85 million people, several times as many as the rest of the Austroasiatic family combined. It is the native language of the Vietnamese (Kinh) people, as well as a second or first language for other ethnic groups in Vietnam. It is split into three main dialects, Northern (Hanoi), Central (Hue), and Southern (Ho Chi Minh City).

Like many other languages in Southeast Asia and East Asia, Vietnamese is an analytic language with phonemic tone. It has head-initial directionality, with subject–verb–object order and modifiers following the words they modify.

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arXiv (Cornell University)
Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks
2025
Decoder-based transformers, while revolutionizing language modeling and scaling to immense sizes, have not completely overtaken encoder-heavy architectures in natural language processing. Specifically, encoder-only models remain dominant in tasks like classification, regression, and ranking. This is primarily due to the inherent structure of decoder-based models, which limits their direct applicability to these tasks. In this paper, we introduce Gemma Encoder, adapting the powerful Gemma decoder model to an encode…
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