code2vec represented methods through paths in their abstract syntax trees, turning program structure into learned vectors rather than treating source code only as a sequence of tokens.
CodeSearchNet paired millions of functions with natural-language documentation and added expert relevance judgments, giving semantic code search a common corpus and evaluation challenge.
DeepFix used an attention-based sequence-to-sequence model and compiler feedback to repair common C compilation errors in thousands of student programs.