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Image Credit: Arxiv

Bringing Structure to Naturalness: On the Naturalness of ASTs

  • Source code comes in different shapes and forms, and previous research has shown code to be more predictable than natural language.
  • The structure of code has been successfully used to improve the state-of-the-art on numerous tasks, such as code suggestion and code summarization.
  • The Structured Naturalness Hypothesis suggests that a structured view of code is also natural, and evidence is provided in the case of trees.
  • Naturalness signals in code can be employed for near state-of-the-art results on defect prediction, reducing the need for manual feature engineering.

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