Research Article

Improving Neural Machine Translation with AMR Semantic Graphs

Table 4

Experimental results on ConvSeq2Seq and Transformer.

ModelBLEU
tst2013tst2015

ConvSeq2Seq26.9824.78
ConvSeq2Seq-AMR27.3024.70
ConvSeq2Seq-AMR-F27.4025.20
ConvSeq2Seq-AMR-B26.7324.53
Transformer28.6025.76
Transformer-AMR28.6925.91
Transformer-AMR-F28.8826.28
Transformer-AMR-B28.6926.01

The bold values are the highest results for each group of models.