All of the exposition and results in this paper use this factorization, though many of the techniques we present later could be applied easily to the other factorizations described in .
indeed, in Section 5.3 we present quantitative and qualitative analysis of our results which further confirms this hypothesis: the LSTM and USchema models each perform better on different pattern lengths and are characterized by different precision-recall tradeoffs.