Graph Reasoning on G-bench CS
0.2Inference Time (s)G-reasoner
Evaluation results
| Method | Links | ||
|---|---|---|---|
| G-reasonerMethod Category=GNN-based2025.09 | 0.2 | 73.9 | |
| GFM-RAGMethod Category=GNN-based2025.09 | 2 | 72.1 | |
| HippoRAGMethod Category=Graph Search2025.09 | 2.4 | 72.6 | |
| LightRAGMethod Category=Graph Search2025.09 | 14 | 71.2 | |
| G-retrieverMethod Category=GNN-based2025.09 | 23.8 | 69.8 | |
| DALKMethod Category=Agent-based2025.09 | 26.8 | 69.3 | |
| GraphRAG (MS)Method Category=Graph Search2025.09 | 44.9 | 72.5 | |
| ToGMethod Category=Agent-based2025.09 | 70.5 | 71.7 | |
| KGPMethod Category=Agent-based2025.09 | 89.4 | 71.9 |