Retrieval on OK-VQA (test)
88PRR@5ReAuSE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ReAuSEKnowledge source=Wikipedia2025.08 | 88 | 91.3 | — | |
| OMGMKnowledge source=Wikipedia, reranking=true2025.08 | 73.4 | — | — | |
| GeMKRKnowledge source=Wikipedia2025.08 | 70.8 | 79.1 | — | |
| Pre-FLMRKnowledge source=Wikipedia2025.08 | 68.6 | — | — | |
| FLMRKnowledge source=Wikipedia2025.08 | 68.1 | 78 | — | |
| DPRKnowledge source=Wikipedia2025.08 | 66.9 | 76.4 | — | |
| ReViz-ICTKnowledge source=Wikipedia2025.08 | 61.9 | 72.6 | — | |
| PMSRBackbone=Qwen3-VL-4B, Adaptive termination=true, Knowledge source=Wikipedia2025.08 | — | — | 92.1 | |
| PMSRBackbone=Qwen3-VL-8B, Adaptive termination=true, Knowledge source=Wikipedia2025.08 | — | — | 97.1 |