Table-based Question Answering on NQ-Tables
25.8AccuracyPIXELRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PIXELRAGReader=Qwen3-VL-4B, Top-k=3, Retrieval Category=Pixel-based retrieval2026.06 | 25.8 | 50.7 | |
| PIXELRAG (base)Reader=Qwen3-VL-4B, Top-k=3, Retrieval Category=Pixel-based retrieval2026.06 | 24.3 | 44.4 | |
| TrafilaturaReader=Qwen3-VL-4B, Top-k=3, Retrieval Category=Text-based retrieval2026.06 | 21.9 | 37.7 | |
| PIXELRAGReader=Qwen3-VL-4B, top-k=1, Retrieval Modality=Pixel-based retrieval2026.06 | 21.7 | 33.7 | |
| PIXELRAG (base)Reader=Qwen3-VL-4B, top-k=1, Retrieval Modality=Pixel-based retrieval2026.06 | 20 | 28.2 | |
| mwparserfromhellReader=Qwen3-VL-4B, Top-k=3, Retrieval Category=Text-based retrieval2026.06 | 18.3 | 35 | |
| TrafilaturaReader=Qwen3-VL-4B, top-k=1, Retrieval Modality=Text-based retrieval2026.06 | 15.2 | 19.3 | |
| mwparserfromhellReader=Qwen3-VL-4B, top-k=1, Retrieval Modality=Text-based retrieval2026.06 | 14.9 | 17.8 | |
| No retrievalReader=Qwen3-VL-4B, top-k=1, Retrieval Modality=None2026.06 | 10.9 | — | |
| No retrievalReader=Qwen3-VL-4B, Top-k=3, Retrieval Category=None2026.06 | 10.9 | — |