Neural Program Generation Modulo Static Analysis

Neural Information Processing Systems 

The root cause of these issues, we believe, is that current neural models of code treat programs as text rather than artifacts that are constructed following a semantics . In principle, a model could learn semantics from syntax given enough data.

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