Question Answering on NQ (Recall, Acc)
31.1Accuracy (Acc)PIXELRAG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PIXELRAGReader=Qwen3-VL-4B, Top-k=3, Retrieval Category=Pixel-based retrieval2026.06 | 31.1 | 58.9 | |
| PIXELRAG (base)Reader=Qwen3-VL-4B, Top-k=3, Retrieval Category=Pixel-based retrieval2026.06 | 31 | 53.4 | |
| TrafilaturaReader=Qwen3-VL-4B, Top-k=3, Retrieval Category=Text-based retrieval2026.06 | 29.4 | 45.8 | |
| mwparserfromhellReader=Qwen3-VL-4B, Top-k=3, Retrieval Category=Text-based retrieval2026.06 | 27.7 | 48.6 | |
| No retrievalReader=Qwen3-VL-4B, Top-k=3, Retrieval Category=None2026.06 | 13.1 | — |