Program Synthesis and Semantic Parsing with Learned Code Idioms

Eui Chul Shin, Miltiadis Allamanis, Marc Brockschmidt, Alex Polozov

Neural Information Processing Systems 

Program synthesis of general-purpose source code from natural language specifi-cations is challenging due to the need to reason about high-level patterns in thetarget program and low-level implementation details at the same time.

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