1 code implementation • 13 Nov 2023 • Zilu Tang, Mayank Agarwal, Alex Shypula, Bailin Wang, Derry Wijaya, Jie Chen, Yoon Kim
This work explores the use of self-generated natural language explanations as an intermediate step for code-to-code translation with language models.
no code implementations • 28 Sep 2021 • Alex Shypula, Pengcheng Yin, Jeremy Lacomis, Claire Le Goues, Edward Schwartz, Graham Neubig
We also report that SILO's rate of superoptimization on our test set is over five times that of a standard policy gradient approach and a model pre-trained on compiler optimization demonstration.