Retrieval on STaRK PRIME Human
66.37Recall@20SPARK +SAGE-Edge
Evaluation results
| Method | Links | |
|---|---|---|
| SPARK +SAGE-EdgeCategory=SAGE (Ours)2026.02 | 66.37 | |
| SPARK +SAGE +EdgeCategory=SAGE (Ours)2026.02 | 65.85 | |
| SPARKCategory=SAGE (Ours)2026.02 | 63.56 | |
| KARCategory=Query Expansion2026.02 | 59.9 | |
| AvaTaRCategory=Finetuned2026.02 | 53.34 | |
| Dense+BM25Category=Hybrid2026.02 | 52.65 | |
| AGRCategory=Query Expansion2026.02 | 49.65 | |
| RARCategory=Query Expansion2026.02 | 49.01 | |
| HyDeCategory=Query Expansion2026.02 | 47.7 | |
| multi-ada-002Category=Dense2026.02 | 47.21 | |
| BM25Category=Sparse2026.02 | 42.32 | |
| ada-002Category=Dense2026.02 | 41.09 | |
| ReACTCategory=Agentic2026.02 | 41.09 | |
| ReflexionCategory=Agentic2026.02 | 41.09 | |
| QAGNNCategory=Structural2026.02 | 17.62 | |
| DPRCategory=Dense2026.02 | 10.69 |