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Machine Translation on Machine Translation Parallel Data (test)

86.69COMETHigh-Quality
56.446864.298472.1580.0016Jan 16, 2026

Evaluation results

MethodLinks
High-QualityModel=LLaMA-3.2-8B-IT, Data Count=50k, Tuning Setting=Transfer-Tuning Scalability2026.0186.690.1
MechanisticModel=Gemma-2-9B-IT, Data Count=50k, Tuning Setting=Transfer-Tuning Scalability2026.0186.480.6
MechanisticModel=LLaMA-3.2-8B-IT, Data Count=50k, Tuning Setting=Transfer-Tuning Scalability2026.0186.340.3
RandomModel=LLaMA-3.2-8B-IT, Data Count=50k, Tuning Setting=Transfer-Tuning Scalability2026.0186.20.2
RandomModel=Gemma-2-9B-IT, Data Count=50k, Tuning Setting=Transfer-Tuning Scalability2026.0185.364.21
High-LossModel=LLaMA-3.2-8B-IT, Data Count=50k, Tuning Setting=Transfer-Tuning Scalability2026.0184.510.2
High-QualityModel=Gemma-2-9B-IT, Data Count=50k, Tuning Setting=Transfer-Tuning Scalability2026.0184.174.97
High-LossModel=Gemma-2-9B-IT, Data Count=50k, Tuning Setting=Transfer-Tuning Scalability2026.0183.388.51
MechanisticModel=Gemma-2-2B-IT, Data Count=20k, Tuning Setting=Self-Tuning Efficiency2026.0183.370.9
High-QualityModel=Gemma-2-2B-IT, Data Count=20k, Tuning Setting=Self-Tuning Efficiency2026.0183.322.12
RandomModel=Gemma-2-2B-IT, Data Count=20k, Tuning Setting=Self-Tuning Efficiency2026.0182.493.62
High-LossModel=Gemma-2-2B-IT, Data Count=20k, Tuning Setting=Self-Tuning Efficiency2026.0182.144.32
OriginalModel=LLaMA-3.2-8B-IT, Tuning Setting=Transfer-Tuning Scalability2026.0180.610
OriginalModel=Gemma-2-9B-IT, Tuning Setting=Transfer-Tuning Scalability2026.0179.512.5
MechanisticModel=LLaMA-3.1-1B-IT, Data Count=20k, Tuning Setting=Self-Tuning Efficiency2026.0177.922.39
High-QualityModel=LLaMA-3.1-1B-IT, Data Count=20k, Tuning Setting=Self-Tuning Efficiency2026.0176.354.21
RandomModel=LLaMA-3.1-1B-IT, Data Count=20k, Tuning Setting=Self-Tuning Efficiency2026.0175.884.62
OriginalModel=Gemma-2-2B-IT, Tuning Setting=Self-Tuning Efficiency2026.0173.6219.15
High-LossModel=LLaMA-3.1-1B-IT, Data Count=20k, Tuning Setting=Self-Tuning Efficiency2026.0173.416.57
OriginalModel=LLaMA-3.1-1B-IT, Tuning Setting=Self-Tuning Efficiency2026.0157.6132.24