LExecutor: Learning-Guided Execution

1 code implementation • 5 Feb 2023 • Beatriz Souza, Michael Pradel

The key idea is to let a neural model predict missing values that otherwise would cause the program to get stuck, and to inject these values into the execution.

Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code

no code implementations • 2 Jun 2022 • Patrick Bareiß, Beatriz Souza, Marcelo d'Amorim, Michael Pradel

For example, we find that providing a small natural language description of the code generation task is an easy way to improve predictions.

Code Generation Few-Shot Learning +1