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From Phrygian kings to modern diplomacy: Ankara’s rise as a global cultural crossroads
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Adapting Large Language Models to a Low-Resource Agglutinative Language: A Comparative Study of LoRA and QLoRA for Bashkir
Announce Type: replace Abstract: This paper presents a comparative study of parameter-efficient fine-tuning (PEFT) methods, including LoRA and QLoRA, applied to the task of adapting large language models to the Bashkir language, a low-resource agglutinative language of the Turkic family. Experimental evaluation is conducted on a Bashkir text corpus of 71k documents (46.9M tokens) using models of various architectures: DistilGPT2, GPT-2 (base, medium), Phi-2, Qwen2.5-7B, DeepSeek-7B, and...
Xi’s war on the Uyghurs: The battle for identity in China's far West
China's latest ethnic unity law has brought renewed attention to the Uyghur question. The legislation, adopted by Beijing and due to take effect next year, seeks to strengthen what authorities call a "shared sense of the Chinese nation" among the country's 55 officially recognised ethnic minorities. It expands the emphasis on Mandarin-language education from the preschool level, promotes deeper integration between ethnic groups and reinforces a long-standing state push towards cultural...