Retrieval on STaRK AMAZON Synthetic
60.57Recall@20AvaTaR
Evaluation results
| Method | Links | |
|---|---|---|
| AvaTaRCategory=Finetuned2026.02 | 60.57 | |
| MoRCategory=Finetuned2026.02 | 59.9 | |
| mFARCategory=Finetuned2026.02 | 58.5 | |
| SPARK +SAGE-EdgeCategory=SAGE (Ours)2026.02 | 58.28 | |
| KARCategory=Query Expansion2026.02 | 57.29 | |
| 4StepFocusCategory=Hybrid2026.02 | 56.2 | |
| FocusedR.Category=Hybrid2026.02 | 56 | |
| multi-ada-002Category=Dense2026.02 | 55.12 | |
| ReflexionCategory=Agentic2026.02 | 54.7 | |
| RARCategory=Query Expansion2026.02 | 54.63 | |
| SPARK +SAGE +EdgeCategory=SAGE (Ours)2026.02 | 54.12 | |
| SPARKCategory=SAGE (Ours)2026.02 | 53.95 | |
| BM25Category=Sparse2026.02 | 53.77 | |
| HyDeCategory=Query Expansion2026.02 | 53.71 | |
| AGRCategory=Query Expansion2026.02 | 53.38 | |
| ada-002Category=Dense2026.02 | 53.29 | |
| QAGNNCategory=Structural2026.02 | 52.05 | |
| Dense+BM25Category=Hybrid2026.02 | 51.49 | |
| ReACTCategory=Agentic2026.02 | 50.81 | |
| DPRCategory=Dense2026.02 | 44.49 |