Retrieval on STaRK MAG Human
56.4Recall@20SPARK +SAGE-Edge
Evaluation results
| Method | Links | |
|---|---|---|
| SPARK +SAGE-EdgeCategory=SAGE (Ours)2026.02 | 56.4 | |
| SPARK +SAGE +EdgeCategory=SAGE (Ours)2026.02 | 55.9 | |
| SPARKCategory=SAGE (Ours)2026.02 | 53.51 | |
| Dense+BM25Category=Hybrid2026.02 | 46.64 | |
| KARCategory=Query Expansion2026.02 | 46.6 | |
| multi-ada-002Category=Dense2026.02 | 39.85 | |
| HyDeCategory=Query Expansion2026.02 | 37.23 | |
| AGRCategory=Query Expansion2026.02 | 37.23 | |
| ada-002Category=Dense2026.02 | 35.95 | |
| ReACTCategory=Agentic2026.02 | 35.95 | |
| ReflexionCategory=Agentic2026.02 | 35.95 | |
| AvaTaRCategory=Finetuned2026.02 | 35.94 | |
| RARCategory=Query Expansion2026.02 | 35.19 | |
| BM25Category=Sparse2026.02 | 32.46 | |
| QAGNNCategory=Structural2026.02 | 28.76 | |
| DPRCategory=Dense2026.02 | 25 |