Table 2: The DAN achieves slightly lower accuracies than the more complex QANTA in much less training time, even at early sentence positions where compositionality plays a bigger role.
there is a tradeoff: syntactic functions require more training time than unordered composition functions and are prohibitively expensive in the case of huge datasets or limited computing resources.