Function name prediction on OGB Code2 (val)
20.44F1 ScoreSAT++ (Magnetic Laplacian)
Evaluation results
| Method | Links | |
|---|---|---|
| SAT++ (Magnetic Laplacian)Input representation=Data-flow, Position. Enc.=Magnetic Lap., GNN=Enabled2023.01 | 20.44 | |
| SAT++ (Random walk)Input representation=Data-flow, Position. Enc.=Random walk, GNN=Enabled2023.01 | 20.03 | |
| SAT++ (AST depth)Input representation=Data-flow, Position. Enc.=AST depth, GNN=Enabled2023.01 | 19.79 | |
| SAT++ (AST depth)Input representation=Sequential, Position. Enc.=AST depth, GNN=Enabled2023.01 | 19.38 | |
| SAT++ (Random walk)Input representation=Data-flow, Position. Enc.=Random walk, GNN=Disabled2023.01 | 17.96 | |
| SAT++ (Magnetic Laplacian)Input representation=Data-flow, Position. Enc.=Magnetic Lap., GNN=Disabled2023.01 | 17.83 | |
| Graph Transformer (Baseline)Input representation=Sequential, Position. Enc.=None, GNN=Enabled2023.01 | 17.73 | |
| SAT++ (AST depth)Input representation=Sequential, Position. Enc.=AST depth, GNN=Disabled2023.01 | 17.68 | |
| Graph Transformer (Baseline)Input representation=Sequential, Position. Enc.=None, GNN=Disabled2023.01 | 15.46 |