Knowledge Retrieval on InfoSeek (val)
86.4Recall@20ReflectiVA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReflectiVA2025.08 | 86.4 | 77.6 | — | — | |
| OMGMReranking=false2025.08 | 84.8 | 73.9 | 80 | — | |
| OMGMReranking=true2025.08 | 84.8 | 80.8 | 83.6 | — | |
| EchoSightReranking=true2025.08 | 77.9 | 74 | 77.4 | — | |
| Wiki-LLaVA2025.08 | 71.9 | — | 66.1 | — | |
| mR²AG2025.08 | 71 | — | 65 | — | |
| LLM-RA2025.08 | — | 53.8 | — | — | |
| PMSR (Qwen3-VL-4B)Backbone=Qwen3-VL-4B, Adaptive Termination=true2025.08 | — | — | — | 93.9 | |
| PMSR (Qwen3-VL-8B)Backbone=Qwen3-VL-8B, Adaptive Termination=true2025.08 | — | — | — | 94.6 | |
| ReAuSE2025.08 | — | 59.5 | — | — |