Second, in many cases, even if we could find a semantic parse from responses, multiple combinations of templates and alignments could end up with the same solution set (e.g., the solutions of equations 2 + x = 4 and 2 × x = 4 are the same).
the implicit supervision signals may be incomplete and noisy, and using the solutions alone to guide the training procedure might not be sufficient.