Question Answering on Natural Questions (NQ) (Recall and Accuracy Metrics)
27.1AccuracyPIXELRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PIXELRAGReader=Qwen3-VL-4B, top-k=1, Retrieval Modality=Pixel-based retrieval2026.06 | 27.1 | 40.3 | |
| PIXELRAG (base)Reader=Qwen3-VL-4B, top-k=1, Retrieval Modality=Pixel-based retrieval2026.06 | 25.7 | 36.3 | |
| TrafilaturaReader=Qwen3-VL-4B, top-k=1, Retrieval Modality=Text-based retrieval2026.06 | 23.6 | 26.3 | |
| mwparserfromhellReader=Qwen3-VL-4B, top-k=1, Retrieval Modality=Text-based retrieval2026.06 | 23.1 | 28.1 | |
| No retrievalReader=Qwen3-VL-4B, top-k=1, Retrieval Modality=None2026.06 | 13.1 | — |