Deep Multitask Learning for Semantic Dependency Parsing
Table 2: Labeled parsing performance (F1 score) on both in-domain (id) and out-of-domain (ood) test data. The last column shows the micro-average over the three tasks. Bold font indicates best performance without syntax. Underlines indicate statistical significance with Bonferroni (1936) correction compared to the best baseline system.444Paired bootstrap, p<0.05 after Bonferroni correction.
['[EMPTY]', '[BOLD] Model', '[BOLD] DM', '[BOLD] PAS', '[BOLD] PSD', '[BOLD] Avg.']
Scores of those systems are repeated from the official evaluation results. Our basic model significantly outperforms the best published results with a 1.1% absolute improvement on the in-domain test set and 1.6% on the out-of-domain test set.