Retrieval on STaRK PRIME Synthetic
68.3Recall@20mFAR
Evaluation results
| Method | Links | |
|---|---|---|
| mFARCategory=Finetuned2026.02 | 68.3 | |
| FocusedR.Category=Hybrid2026.02 | 65.5 | |
| MoRCategory=Finetuned2026.02 | 63.5 | |
| SPARK +SAGE-EdgeCategory=SAGE (Ours)2026.02 | 60.98 | |
| SPARK +SAGE +EdgeCategory=SAGE (Ours)2026.02 | 58.42 | |
| SPARKCategory=SAGE (Ours)2026.02 | 57.64 | |
| 4StepFocusCategory=Hybrid2026.02 | 55.9 | |
| KARCategory=Query Expansion2026.02 | 50.81 | |
| AGRCategory=Query Expansion2026.02 | 46.63 | |
| RARCategory=Query Expansion2026.02 | 44.5 | |
| HyDeCategory=Query Expansion2026.02 | 43.55 | |
| AvaTaRCategory=Finetuned2026.02 | 42.23 | |
| Dense+BM25Category=Hybrid2026.02 | 39.11 | |
| ReflexionCategory=Agentic2026.02 | 38.52 | |
| multi-ada-002Category=Dense2026.02 | 38.05 | |
| ada-002Category=Dense2026.02 | 36 | |
| ReACTCategory=Agentic2026.02 | 33.63 | |
| BM25Category=Sparse2026.02 | 31.25 | |
| DPRCategory=Dense2026.02 | 30.13 | |
| QAGNNCategory=Structural2026.02 | 29.63 |