Machine Translation on IWSLT 2014
35.63BLEUXSAM
Evaluation Results
| Method | Links | |
|---|---|---|
| XSAMArchitecture=Transformer2026.03 | 35.63 | |
| Regularized BNNorm Position=Pre-Norm2022.10 | 35.6 | |
| LayerNormNorm Position=Post-Norm2022.10 | 35.5 | |
| Regularized BNNorm Position=Post-Norm2022.10 | 35.5 | |
| LayerNormNorm Position=Pre-Norm2022.10 | 35.5 | |
| SAMArchitecture=Transformer2026.03 | 35.3 | |
| BatchNormNorm Position=Pre-Norm2022.10 | 34.8 | |
| BatchNormNorm Position=Post-Norm2022.10 | 34 | |
| Actor-Critic + LLDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.07 | 28.53 | |
| REINFORCE-critic + LLDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.07 | 28.3 | |
| REINFORCE-criticDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.07 | 27.75 | |
| Actor-CriticDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.07 | 27.75 | |
| REINFORCE-critic + LLDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.07 | 27.7 | |
| Log-LikelihoodDecoding method=beam search, Encoder=bidirectional recurrent encoder2016.07 | 27.56 | |
| Actor-Critic + LLDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.07 | 27.49 | |
| REINFORCE-criticDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.07 | 27.42 | |
| Actor-CriticDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.07 | 27.27 | |
| Log-LikelihoodDecoding method=greedy search, Encoder=bidirectional recurrent encoder2016.07 | 25.82 | |
| Beam Search OptimizationDecoding method=beam search, Source=Wiseman & Rush, 2016, Encoder=bidirectional recurrent encoder2016.07 | 25.48 | |
| Log-LikelihoodDecoding method=beam search, Source=Wiseman & Rush, 2016, Encoder=bidirectional recurrent encoder2016.07 | 23.87 | |
| Beam Search OptimizationDecoding method=greedy search, Source=Wiseman & Rush, 2016, Encoder=bidirectional recurrent encoder2016.07 | 23.83 | |
| Log-LikelihoodDecoding method=greedy search, Source=Wiseman & Rush, 2016, Encoder=bidirectional recurrent encoder2016.07 | 22.53 |