Neural Adversarial Training for Semi-supervised Japanese Predicate-argument Structure Analysis
Table 5: The results of case analysis (Case) and zero anaphora resolution (Zero). We use F-measure as an evaluation measure. ‡ denotes that the improvement is statistically significant at p<0.05, compared with Gen using paired t-test.
['[EMPTY]', 'Case', 'Zero']
Our models (Gen and Gen+Adv) outperformed the previous models. Furthermore, the proposed model with adversarial training (Gen+Adv) was significantly better than the supervised model (Gen).