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Machine Translation on WMT De-En 23

29.4BLEUXMOE
16.046419.513222.9826.4468Feb 27, 2024Jun 13, 2024Sep 28, 2024Jan 13, 2025Apr 30, 2025Aug 15, 2025Dec 1, 2025

Evaluation results

MethodLinks
XMOE#Experts=64, Size=10242024.0229.453.3————
Top-k#Experts=128, Size=5122024.0229.353.1————
Switch#Experts=32, Size=20482024.0229.253.1————
Top-k#Experts=64, Size=10242024.0229.253.1————
XMOE#Experts=128, Size=5122024.0229.253.2————
Dense#Experts=1, Size=20482024.0228.252.2————
OracleDecoding=Oracle, Dist.=-2025.1226.1452.5170.9379.287.21—
MBRDecoding=MBR, Dist.=D62025.1224.2851.3761.873.429.386.97
AC-PMBRDecoding=AC-PMBR, Dist.=D12, Reduction rate=Low, r=322025.1224.0551.164.9577.478.462.65
MBRDecoding=MBR, Dist.=D122025.1223.9250.5562.2174.289.456.53
MBRDecoding=MBR, Dist.=-2025.1223.8650.9965.1977.498.46—
AC-PMBRDecoding=AC-PMBR, Dist.=D3, Reduction rate=Low, r=322025.1223.8251.0864.8777.018.512.8
AC-PMBRDecoding=AC-PMBR, Dist.=D6, Reduction rate=Low, r=322025.1223.6950.9564.8777.268.512.68
PMBRDecoding=PMBR, Dist.=-, Reduction rate=Low, r=162025.1223.4750.7264.8777.278.462.54
MBRDecoding=MBR, Dist.=D32025.1223.3751.8960.6570.679.668.53
AC-PMBRDecoding=AC-PMBR, Dist.=D3, Reduction rate=High, r=10242025.1222.9650.561.0871.989.7111.89
AC-PMBRDecoding=AC-PMBR, Dist.=D6, Reduction rate=High, r=10242025.1222.8349.9461.0272.19.912.57
AC-PMBRDecoding=AC-PMBR, Dist.=D12, Reduction rate=High, r=10242025.1222.3149.1261.2672.669.9716.8
PMBRDecoding=PMBR, Dist.=-, Reduction rate=High, r=5122025.1221.3448.6960.0270.7410.3733.8
MAPDecoding=MAP, Dist.=-2025.1216.5637.3956.2765.7911.68—