Knowledge Graph Retrieval on STaRK-Prime Synthetic 1.0
0.464Hits@1FocusR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FocusRCategory=Hybrid2026.02 | 0.464 | 0.639 | 0.537 | |
| mFARCategory=Finetuned2026.02 | 0.409 | 0.628 | 0.512 | |
| 4StepCategory=Hybrid2026.02 | 0.393 | 0.532 | 0.458 | |
| MoRCategory=Finetuned2026.02 | 0.364 | 0.6 | 0.469 | |
| A+G-ECategory=Ours, Composition=SPARK+SAGE-Edge2026.02 | 0.3086 | 0.5148 | 0.432 | |
| KARCategory=Query Expansion2026.02 | 0.3035 | 0.493 | 0.3922 | |
| A+G+ECategory=Ours, Composition=SPARK+SAGE+Edge2026.02 | 0.3014 | 0.4956 | 0.4279 | |
| SPARKCategory=Ours2026.02 | 0.2912 | 0.4831 | 0.4194 | |
| AGRCategory=Query Expansion2026.02 | 0.2585 | 0.4441 | 0.3504 | |
| RARCategory=Query Expansion2026.02 | 0.2223 | 0.4084 | 0.3093 | |
| AvaTaRCategory=Agentic2026.02 | 0.201 | 0.3989 | 0.2918 | |
| HyDeCategory=Query Expansion2026.02 | 0.1685 | 0.3759 | 0.2656 | |
| ReACTCategory=Agentic2026.02 | 0.1528 | 0.3195 | 0.2276 | |
| m-adaCategory=Dense2026.02 | 0.151 | 0.3356 | 0.2349 | |
| ReflexCategory=Agentic2026.02 | 0.1428 | 0.3499 | 0.2482 | |
| D+BCategory=Hybrid2026.02 | 0.1371 | 0.3113 | 0.2139 | |
| BM25Category=Sparse2026.02 | 0.1275 | 0.2792 | 0.1984 | |
| ada-002Category=Dense2026.02 | 0.1263 | 0.3149 | 0.2141 | |
| QAGNNCategory=Structural2026.02 | 0.0885 | 0.2135 | 0.1473 | |
| DPRCategory=Dense2026.02 | 0.0446 | 0.2185 | 0.1238 |