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Machine Translation on FLORES De→En 0-shot

45.25spBLEUADAFUSE (Top-2 Base)
36.61838.85941.143.341Jan 9, 2026

Evaluation results

MethodLinks
ADAFUSE (Top-2 Base)Base model selection strategy=Oracle top-2 base selection2026.0145.25
ADAFUSE (Fixed Base)Base model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0145.25
SWEETSPANBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0142.85
DEEPENBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0142.33
LLaMA-3.1-8B-InstructModel Type=Base Model2026.0141.78
UniTEBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0141.67
LLM-BLENDERBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0141.56
Mistral-7B-Instruct-v0.3Model Type=Base Model2026.0140.64
InternLM3-8B-InstructModel Type=Base Model2026.0137.37
Qwen3-8BModel Type=Base Model2026.0136.95