,
Table 14: Biology test scores as a percentage. SemanticILP outperforms various baselines on the ProcessBank dataset and roughly matches the specialized best method.
['Proread', 'SyntProx', 'IR', 'BiDAF', 'BiDAF’', 'SemanticILP']
While SemanticILP’s performance is substantially better than most baselines and close to that of Proread, it is important to note that this latter baseline enjoys additional supervision of domain-specific event annotations. We evaluate IR on this reading comprehension dataset by creating an ElasticSearch index, containing the sentences of the knowledge paragraphs.