Knowledge Graph Retrieval on STaRK-Prime 1.0 (Human)
0.4495Hits@1KAR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| KARCategory=Query Expansion2026.02 | 0.4495 | 0.6055 | 0.4451 | |
| A+G+ECategory=Ours, Composition=SPARK+SAGE+Edge2026.02 | 0.422 | 0.616 | 0.5153 | |
| SPARKCategory=Ours2026.02 | 0.4166 | 0.6114 | 0.5253 | |
| A+G-ECategory=Ours, Composition=SPARK+SAGE-Edge2026.02 | 0.4023 | 0.654 | 0.5253 | |
| AvaTaRCategory=Agentic2026.02 | 0.3303 | 0.5137 | 0.41 | |
| AGRCategory=Query Expansion2026.02 | 0.3211 | 0.4954 | 0.3927 | |
| RARCategory=Query Expansion2026.02 | 0.3119 | 0.4312 | 0.3772 | |
| D+BCategory=Hybrid2026.02 | 0.2477 | 0.4312 | 0.3325 | |
| HyDeCategory=Query Expansion2026.02 | 0.2477 | 0.422 | 0.3365 | |
| m-adaCategory=Dense2026.02 | 0.2449 | 0.398 | 0.3298 | |
| BM25Category=Sparse2026.02 | 0.2245 | 0.4184 | 0.3037 | |
| ReACTCategory=Agentic2026.02 | 0.2173 | 0.3333 | 0.282 | |
| ada-002Category=Dense2026.02 | 0.1735 | 0.3469 | 0.2635 | |
| ReflexCategory=Agentic2026.02 | 0.1652 | 0.3303 | 0.2399 | |
| QAGNNCategory=Structural2026.02 | 0.0612 | 0.1327 | 0.2635 | |
| DPRCategory=Dense2026.02 | 0.0204 | 0.0918 | 0.0705 |