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Machine Translation on WMT FI-EN 19

0.863COMETBeam
0.841160.846830.85250.85817Jan 29, 2026

Evaluation results

MethodLinks
BeamModel=Gemma-3-12B, Decoding Strategy=Beam2026.010.8630.115
ℓMAPModel=Gemma-3-12B, Decoding Strategy=ℓMAP2026.010.8630.114
ℓSampleModel=Gemma-3-12B, Decoding Strategy=ℓSample2026.010.8630.114
Bayes (ours)Model=Gemma-3-12B, Decoding Strategy=Bayes (ours)2026.010.8630.109
BeamModel=Qwen3-30B-A3B, Decoding Strategy=Beam2026.010.8630.113
Self-ConsistencyModel=Qwen3-30B-A3B, Decoding Strategy=Self-Consistency2026.010.8630.114
ℓMAPModel=Qwen3-30B-A3B, Decoding Strategy=ℓMAP2026.010.8630.114
ℓSampleModel=Qwen3-30B-A3B, Decoding Strategy=ℓSample2026.010.8630.113
Bayes (ours)Model=Qwen3-30B-A3B, Decoding Strategy=Bayes (ours)2026.010.8630.109
Self-ConsistencyModel=Gemma-3-12B, Decoding Strategy=Self-Consistency2026.010.8620.115
BeamModel=Gemma-3-4B, Decoding Strategy=Beam2026.010.8480.131
ℓMAPModel=Gemma-3-4B, Decoding Strategy=ℓMAP2026.010.8480.131
ℓSampleModel=Gemma-3-4B, Decoding Strategy=ℓSample2026.010.8480.13
Bayes (ours)Model=Gemma-3-4B, Decoding Strategy=Bayes (ours)2026.010.8480.124
Self-ConsistencyModel=Gemma-3-4B, Decoding Strategy=Self-Consistency2026.010.8460.132
BeamModel=Qwen3-4B, Decoding Strategy=Beam2026.010.8430.136
ℓSampleModel=Qwen3-4B, Decoding Strategy=ℓSample2026.010.8430.136
Bayes (ours)Model=Qwen3-4B, Decoding Strategy=Bayes (ours)2026.010.8430.129
Self-ConsistencyModel=Qwen3-4B, Decoding Strategy=Self-Consistency2026.010.8420.137
ℓMAPModel=Qwen3-4B, Decoding Strategy=ℓMAP2026.010.8420.137