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Yubo Wang, Xueguang Ma, Ge Zhang, Yuansheng Ni, Abhranil Chandra, Shiguang Guo, Weiming Ren, Aaran Arulraj, Xuan He, Ziyan Jiang, Tianle Li, Max Ku, Kai Wang, Alex Zhuang, Rongqi Fan, Xiang Yue, Wenhu Chen · 2024

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cs.CL 1

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2026 1

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UNVERDICTED 1

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Toward LLMs Beyond English-Centric Development

cs.CL · 2026-05-15 · unverdicted · novelty 4.0

Analysis of open-weight LLMs reveals strong English bias in generated sequences, with continual pre-training providing no cost benefit over from-scratch training for non-English adaptation.

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  • Toward LLMs Beyond English-Centric Development cs.CL · 2026-05-15 · unverdicted · none · ref 36

    Analysis of open-weight LLMs reveals strong English bias in generated sequences, with continual pre-training providing no cost benefit over from-scratch training for non-English adaptation.