A Novel Graph-based Multi-modal Fusion Encoder for Neural Machine Translation
Table 1: Experimental results on the En⇒De translation task.
['[BOLD] Model', '[BOLD] En⇒De  [BOLD] Test2016', '[BOLD] En⇒De  [BOLD] Test2016', '[BOLD] En⇒De  [BOLD] Test2017', '[BOLD] En⇒De  [BOLD] Test2017', '[BOLD] En⇒De  [BOLD] MSCOCO', '[BOLD] En⇒De  [BOLD] MSCOCO']
Ours outperforms most of the existing models and all baselines, and is comparable to Fusion-conv(RNN) and Trg-mul(RNN) on METEOR. The two results are from the state-of-the-art system on the WMT2017 test set, which is selected based on METEOR. Comparing the baseline models, we draw the following interesting conclusions: