Deep Learning-based prediction of @Nullable nodes in Java
2hv: Convert the training data into a graph.
spectral_2hv: Cluster the training data.
GTN_alltypes: Train the GTN model.
reann_cond_pairs: Reannotate input repositories with the GTN model.
nullgcn: Train the GCN model.
cinnabar: Reannotate input repositories with the GCN model.
magreann_copy: Reannotate repositoes with the Magicoder LLM assuming the server is running on the local machine.
GTN_perc: Train the GTN model by percentage.
reann_perc: Reannotate repositories by percentage.
TDG: TDG GCN
gptreann: Use GPT-4o-mini to reannotate the code