| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Intrinsic Evaluation | Email Datasets | Pairwise Correlation0.5416 | 10 | |
| Node Classification | Accuracy75.74 | 9 | ||
| Approximate Subgraph Matching | EMAIL 10% noise ratio | GED6.09 | 8 | |
| Approximate Subgraph Matching | EMAIL 5% noise ratio | Graph Edit Distance (GED)3.13 | 8 | |
| Approximate Subgraph Matching | EMAIL 0% noise ratio | GED0 | 8 | |
| Dialogue Summarization | Email (test) | ROUGE-1 Score28.9 | 6 | |
| Transductive Node Classification | Accuracy76.22 | 5 | ||
| Node Clustering | ARI53.7 | 3 | ||
| Correlation Clustering | Email (n >= 1,000) | Cost2,090.5 | 3 | |
| Node Classification | Email (40/10/50 random split) | Accuracy Delta (Δ)4.26 | 1 |