Knowledge Graph Retrieval on MAG (test)
82.8H@1GRASP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GRASPCategory=Hybrid, Setting=Supervised2026.05 | 82.8 | 95.1 | 91.5 | 88.3 | |
| AF-RetrieverCategory=Hybrid, Setting=Zero-shot2026.05 | 78.6 | 91.4 | 61.4 | 84 | |
| GraphRAFTCategory=Hybrid, Setting=Supervised2026.05 | 69.6 | 84.3 | 89.1 | 76.2 | |
| GRASP w/o RR f.t.Category=Hybrid, Setting=Zero-shot, reranker=none, fine-tuning=true2026.05 | 69.3 | 89.8 | 88.5 | 78.5 | |
| GRASP w/o RRCategory=Hybrid, Setting=Zero-shot, reranker=none2026.05 | 65.9 | 88.9 | 88.1 | 76.3 | |
| HYBGRAGCategory=Hybrid2025.02 | 65.4 | 75.31 | 65.7 | 69.8 | |
| HybGRAGCategory=Hybrid, Setting=Zero-shot2026.05 | 65.4 | 75.3 | 65.7 | 69.8 | |
| GRASP w/o RR & FSCategory=Hybrid, Setting=Zero-shot, reranker=none, fusion=none2026.05 | 63.2 | 79.3 | 82.2 | 70.6 | |
| MoRCategory=Hybrid, Setting=Supervised2026.05 | 58.2 | 78.3 | 75 | 67.1 | |
| MoRCategory=Hybrid2025.02 | 58.19 | 78.34 | 75.01 | 67.14 | |
| MoRw/o RTCategory=Ablation2025.02 | 51.81 | 73.54 | 74.17 | 61.68 | |
| KARCategory=Hybrid, Setting=Zero-shot2026.05 | 50.5 | 69.6 | 60.3 | 58.7 | |
| KARCategory=Hybrid2025.02 | 50.47 | 69.57 | 60.28 | 58.65 | |
| mFAR*Category=Hybrid, Setting=Supervised2026.05 | 49.7 | 71.6 | 71.2 | 59.6 | |
| MFAR*Category=Hybrid2025.02 | 49 | 69.6 | 71.7 | 58.2 | |
| mFARCategory=Hybrid, Setting=Supervised2026.05 | 49 | 69.6 | 71.7 | 58.2 | |
| AvaTaRCategory=Hybrid, Setting=Supervised2026.05 | 44.4 | 59.7 | 50.6 | 51.2 | |
| AvaTaRCategory=Hybrid2025.02 | 44.36 | 59.66 | 50.63 | 51.15 | |
| MoRw/o RCategory=Ablation2025.02 | 34.33 | 62.55 | 67.55 | 47.4 | |
| Qwen3/SapBERTCategory=Textual, Setting=Zero-shot2026.05 | 32.6 | 55.7 | 55.4 | 43.4 | |
| MoRw/o RSCategory=Ablation2025.02 | 31.05 | 51.84 | 50.56 | 40.64 | |
| ada-002Category=Textual, Setting=Zero-shot2026.05 | 29.1 | 49.6 | 48.4 | 38.6 | |
| Ada-002Category=Textual2025.02 | 29.08 | 49.61 | 48.36 | 38.62 | |
| Multi-ada-002Category=Textual2025.02 | 25.92 | 50.43 | 50.8 | 36.94 | |
| BM25Category=Textual, Setting=Zero-shot2026.05 | 25.9 | 45.3 | 45.7 | 34.9 | |
| multi-ada-002Category=Textual, Setting=Zero-shot2026.05 | 25.9 | 50.4 | 50.8 | 36.9 | |
| BM25Category=Textual2025.02 | 25.85 | 45.25 | 45.69 | 34.91 | |
| ToGCategory=Structural, Setting=Zero-shot2026.05 | 13.2 | 16.2 | 11.3 | 14.2 | |
| ToGCategory=Structural (KG)2025.02 | 13.16 | 16.17 | 11.3 | 14.18 | |
| QAGNNCategory=Structural, Setting=Zero-shot2026.05 | 12.9 | 39 | 47 | 29.1 | |
| QAGNNCategory=Structural (KG)2025.02 | 12.88 | 39.01 | 46.97 | 29.12 | |
| DPRCategory=Textual2025.02 | 10.51 | 35.23 | 42.11 | 21.34 | |
| DPRCategory=Textual, Setting=Zero-shot2026.05 | 10.5 | 35.2 | 42.1 | 21.3 |