List your company
ResearchFormerly WizWand

Machine Translation on IWSLT 2014

35.63BLEUXSAM
22.00625.54329.0832.617Jul 24, 2016Mar 1, 2018Oct 8, 2019May 16, 2021Dec 23, 2022Jul 31, 2024Mar 9, 2026
Updated 7mo ago

Evaluation results

MethodLinks
XSAMArchitecture=Transformer2026.0335.63
Regularized BNNorm Position=Pre-Norm2022.1035.6
LayerNormNorm Position=Post-Norm2022.1035.5
Regularized BNNorm Position=Post-Norm2022.1035.5
LayerNormNorm Position=Pre-Norm2022.1035.5
SAMArchitecture=Transformer2026.0335.3
BatchNormNorm Position=Pre-Norm2022.1034.8
BatchNormNorm Position=Post-Norm2022.1034
Actor-Critic + LLDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.0728.53
REINFORCE-critic + LLDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.0728.3
REINFORCE-criticDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.0727.75
Actor-CriticDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.0727.75
REINFORCE-critic + LLDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.0727.7
Log-LikelihoodDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.0727.56
Actor-Critic + LLDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.0727.49
REINFORCE-criticDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.0727.42
Actor-CriticDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.0727.27
Log-LikelihoodDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.0725.82
Beam Search OptimizationDecoding method=beam search, Source=Wiseman & Rush, 2016, Encoder=bidirectional recurrent encoder2016.0725.48
Log-LikelihoodDecoding method=beam search, Source=Wiseman & Rush, 2016, Encoder=bidirectional recurrent encoder2016.0723.87
Beam Search OptimizationDecoding method=greedy search, Source=Wiseman & Rush, 2016, Encoder=bidirectional recurrent encoder2016.0723.83
Log-LikelihoodDecoding method=greedy search, Source=Wiseman & Rush, 2016, Encoder=bidirectional recurrent encoder2016.0722.53