Video Retrieval on V-RAGBench
60.3Recall@5CARVE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CARVECategory=Chunk-Level2026.06 | 60.3 | 43.3 | |
| VideoRAG-ACategory=System-Level2026.06 | 51 | 33.2 | |
| GQRCategory=System-Level2026.06 | 50.3 | 34 | |
| VideoRAG-BCategory=Query-Level2026.06 | 48.7 | 32.5 | |
| UniversalRAG-LoRACategory=Query-Level2026.06 | 47 | 31.1 | |
| RRFCategory=Query-Level2026.06 | 46.3 | 29.8 | |
| DATCategory=Query-Level2026.06 | 46 | 31.2 | |
| UniversalRAGCategory=Query-Level2026.06 | 44.7 | 29.8 | |
| GMECategory=System-Level2026.06 | 41.3 | 25.3 | |
| FreeretCategory=System-Level2026.06 | 26.3 | 18.7 |