Large Language Models for Test-Free Fault Localization

1 code implementation • 3 Oct 2023 • Aidan Z. H. Yang, Ruben Martins, Claire Le Goues, Vincent J. Hellendoorn

Specifically, we propose to overcome the left-to-right nature of LLMs by fine-tuning a small set of bidirectional adapter layers on top of the representations learned by LLMs to produce LLMAO, the first language model based fault localization approach that locates buggy lines of code without any test coverage information.

Fault localization Language Modelling