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Machine Translation on WMT En->Zh (BLEURT-20, R1-judge)

67.21BLEURT-20SeedX-PPO
57.194859.794962.39564.9951Feb 15, 2026

Evaluation results

MethodLinks
SeedX-PPOModel Category=Translation-Specialized2026.0267.2187.98
SSR-X-Zero-7BModel Category=Translation-Specialized2026.0266.1283.78
Gemini-2.5-ProModel Category=General LLM2026.026691.31
DeepSeek-R1-0528Model Category=General LLM2026.0264.8789.24
Qwen2.5-7B + GRPOModel Category=Translation-Specialized, Backbone=Qwen2.5-7B-SFT, Algorithm=GRPO2026.0264.887.8
Qwen2.5-7B + GRPO w/ CLAModel Category=Translation-Specialized, Backbone=Qwen2.5-7B-SFT, Algorithm=GRPO with Cross-Lingual Augmentation2026.0263.9188.29
TowerInstruct-13BModel Category=Translation-Specialized2026.0262.9277.63
Qwen2.5-7B-SFTModel Category=Translation-Specialized2026.0259.9976.98
Qwen2.5-7B-InstructModel Category=General LLM2026.0259.9280.51
Qwen3-8BModel Category=General LLM2026.0257.5884.15