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Machine Translation on FLORES En→De (0-shot)

39.83spBLEUADAFUSE (Top-2 Base)
16.554822.597428.6434.6826Jan 9, 2026

Evaluation results

MethodLinks
ADAFUSE (Top-2 Base)Base model selection strategy=Oracle top-2 base selection2026.0139.83
ADAFUSE (Fixed Base)Base model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0139.83
DEEPENBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0137.56
UniTEBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0134.98
LLM-BLENDERBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0134.45
SWEETSPANBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0133.74
LLaMA-3.1-8B-InstructModel Type=Base Model2026.0131.33
Mistral-7B-Instruct-v0.3Model Type=Base Model2026.0129.99
InternLM3-8B-InstructModel Type=Base Model2026.0128.17
Qwen3-8BModel Type=Base Model2026.0117.45