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Machine Translation on Seed-X-Challenge Zh->En

71.59BLEURT-20Gemini-2.5-Pro
60.753263.566666.3869.1934Feb 15, 2026

Evaluation results

MethodLinks
Gemini-2.5-ProModel Category=General LLM2026.0271.5989.41
DeepSeek-R1-0528Model Category=General LLM2026.0270.9287.95
Qwen2.5-7B + GRPOModel Category=Translation-Specialized, Backbone=Qwen2.5-7B-SFT, Algorithm=GRPO2026.0269.5585.9
SeedX-PPOModel Category=Translation-Specialized2026.0269.3782.47
Qwen2.5-7B + GRPO w/ CLAModel Category=Translation-Specialized, Backbone=Qwen2.5-7B-SFT, Algorithm=GRPO with Cross-Lingual Augmentation2026.0269.2588.58
SSR-X-Zero-7BModel Category=Translation-Specialized2026.0268.8481.15
Qwen2.5-7B-SFTModel Category=Translation-Specialized2026.0267.6580.91
Qwen2.5-7B-InstructModel Category=General LLM2026.0266.5979.23
TowerInstruct-13BModel Category=Translation-Specialized2026.0263.3269.54
Qwen3-8BModel Category=General LLM2026.0261.1782.88