Sage Lee

GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding

Programming languages possess rich semantic information - such as data flow - that is represented by graphs and not available from the surface form of source code. Recent code language models have scaled to billions of parameters, but model source code solely as text tokens while ignoring any other…