The experiments show promising results of our approach on this task, compared with the recent deep models commonly used for encoding textual representations (Conneau et al., 2017).
when the number of the unseen relation types increases, the performance of our model become far from the results obtained in the one-shot image classification (Koch et al., 2015), opening an interesting challenge for future work.