Benchmark Leaderboards
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Track which models hold the current SOTA on the benchmarks the field actually uses. Click a column header to sort; the leading row is highlighted.
Node classification on the arXiv citation network (169k papers, 40 subject-area classes).
Metric: Accuracy β higher is better Β· Source β
| # β² | Model / Paper | Accuracy | Ξ vs SOTA | Links |
|---|---|---|---|---|
| 1 | SimTeG+TAPE+RevGATSOTA | 0.7803 | β | search β |
| 2 | TAPE+RevGAT | 0.775 | -0.01 | search β |
| 3 | SimTeG+TAPE+GraphSAGE | 0.7748 | -0.01 | search β |
| 4 | LD+REVGAT | 0.7726 | -0.01 | search β |
| 5 | GraDBERT & RevGAT+KD | 0.7721 | -0.01 | search β |
| 6 | GLEM+RevGAT | 0.7694 | -0.01 | search β |
| 7 | GIANT-XRT+AGDN+BoT+self-KD | 0.7637 | -0.02 | search β |
| 8 | GIANT-XRT+RevGAT+KD+DCN | 0.7636 | -0.02 | search β |
| 9 | GIANT-XRT+R-RevGAT+KD | 0.7635 | -0.02 | search β |
| 10 | GIANT-XRT+DRGAT+KD | 0.7633 | -0.02 | search β |
| 11 | GIANT-XRT+AGDN+BoT | 0.7618 | -0.02 | search β |
| 12 | GIANT-XRT+RevGAT+KD (use raw text) | 0.7615 | -0.02 | search β |
| 13 | GIANT-XRT+DRGAT | 0.7611 | -0.02 | search β |
| 14 | GIANT-XRT+RevGAT (use raw text) | 0.759 | -0.02 | search β |
| 15 | GIANT-XRT+LGGNN+LabelReuse+C&S | 0.757 | -0.02 | search β |
| 16 | LGGNN+LabelReuse+C&S | 0.757 | -0.02 | search β |
| 17 | SciBERT & EHGCN (use MAG data) | 0.7461 | -0.03 | search β |
| 18 | GIANT-XRT+GraphSAGE (use raw text) | 0.7435 | -0.04 | search β |
| 19 | AGDN+BoT+self-KD+C&S | 0.7431 | -0.04 | search β |
| 20 | AGDN+BoT+self-KD | 0.7428 | -0.04 | search β |
| 21 | RevGAT+N.Adj+LabelReuse+SelfKD | 0.7426 | -0.04 | search β |
| 22 | BiGTex+C&S | 0.7424 | -0.04 | search β |
| 23 | GAT-node2vec + BoT + self-KD | 0.742 | -0.04 | search β |
| 24 | DRGAT | 0.7416 | -0.04 | search β |
| 25 | GAT+label reuse+self KD | 0.7416 | -0.04 | search β |
| 26 | GIANT+XRT+GATv2 | 0.7415 | -0.04 | search β |
| 27 | AGDN+BoT | 0.741 | -0.04 | search β |
| 28 | GAT-node2vec + BoT | 0.7405 | -0.04 | search β |
| 29 | RevGAT+NormAdj+LabelReuse | 0.7402 | -0.04 | search β |
| 30 | GAT+label+reuse+topo loss | 0.7399 | -0.04 | search β |