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Zi-Fu Shang

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#natural language process... Preprint Oct 2026

Qwen-MT-Lumen at WMT2026: Instruction-Specialized Translation via Quality-Aware Training and On-Policy Distillation

Lumen, the open-source model, achieves performance comparable to leading proprietary systems in both translation quality and translation-instruction following, and under an absolute 1--5 LLM-judge rubric that evaluates translation-instruction following and translation quality separately.

Hao Wang, Yang-Yang Liu, Xiao-Hu Zhao et al. · 0 citations

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