Data Augmentation for Hypernymy Detection
Table 4: Accuracy for the hypernym-only and full models on the Weeds dataset with no, DC or GAN augmentation.
['[BOLD] Augmentation', '[BOLD] Hypernym-Only', '[BOLD] Full Model']
Ideally, we would hope to see weak performance for the hypernym-only and strong performance on the full model. This would indicate that the classifier does not rely on prototypical features in the hypernym, but is able to focus on specific features in a given hyponym-hypernym pair.