| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| GraphSQA 1.0 (overall) | GraphInsight | Rank1 | 50 | 3mo ago | |
| GRBENCH Legal | GraphScout | QwenScore56.7 | 32 | 3mo ago | |
| GRBENCH E-Commerce | GraphScout | QwenScore0.585 | 32 | 3mo ago | |
| GRBENCH Academic | GraphScout | QwenScore0.71 | 32 | 3mo ago | |
| GRBENCH Literature | GraphScout | QwenScore69.6 | 32 | 3mo ago | |
| GRBENCH Healthcare | GraphScout | QwenScore81.9 | 32 | 3mo ago | |
| OOD graph (test) | AutoSelection | GraphWiz Score38.91 | 30 | 20d ago | |
| GraphArena | AgentSquare | Average Acc100 | 22 | 22d ago | |
| GraphInstruct | EGL-SCA (Full) | Average Performance92 | 21 | 22d ago | |
| GraphInstruct (test) | SLASH | Cycle Accuracy93.1 | 16 | 22d ago | |
| G-Real | AgentSquare | Success Rate100 | 16 | 22d ago | |
| NLGraph | EGL-SCA (Full) | Success Rate97 | 16 | 22d ago | |
| GVLQA BASE baseline (test) | Vicuna-13B | Connect99.35 | 15 | 3mo ago | |
| GraphWalk Synthetic Query Set 100 nodes | Correct Answers59 | 12 | 2mo ago | ||
| G-bench CS | G-reasoner | Inference Time (s)0.2 | 9 | 3mo ago | |
| GraphQA (test) | GTLM | Avg Accuracy98.8 | 9 | 22d ago | |
| GRbench | GRAPHDANCER | E-COMMERCE (R-L) Score48.87 | 9 | 3mo ago | |
| Scenario-Simulation Graph Dataset | LOM-action | Connectivity100 | 3 | 1mo ago | |
| GraphWiz (test) | MTN | Cycle Detection45.6 | 3 | 3mo ago | |
| CLRS-Text (test) | AutoBRANE | BFS Accuracy0.896 | 3 | 3mo ago |
