Document Parsing on OmniDocBench Real5 warping
91.25Overall ScorePaddleOCR-VL-1.5
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PaddleOCR-VL-1.5Model Type=Specialized VLMs, Parameters=0.9B2026.01 | 91.25 | 5.3 | 90.94 | 88.1 | 6.3 | |
| PaddleOCR-VL-1.5Params=0.9B2026.04 | 91.25 | — | — | — | 6.3 | |
| GLM-OCRParams=0.9B2026.04 | 90.68 | — | — | — | 10 | |
| Qwen3-VL-235B-A22B-InstructModel Type=General VLMs, Parameters=235B2026.01 | 89.99 | 5.1 | 89.06 | 85.95 | 6.4 | |
| Parser-Oriented Structural RefinementParams=0.9B2026.04 | 89.34 | — | — | — | 4 | |
| Gemini-3 ProModel Type=General VLMs, Parameters=-2026.01 | 88.9 | 8.6 | 88.1 | 87.2 | 8.7 | |
| Qwen2.5-VL-72BModel Type=General VLMs, Parameters=72B2026.01 | 87.77 | 8.6 | 88.85 | 83.06 | 10.2 | |
| Gemini-2.5 ProModel Type=General VLMs, Parameters=-2026.01 | 87.63 | 9.2 | 86.5 | 85.59 | 10.9 | |
| dots.ocrModel Type=Specialized VLMs, Parameters=3B2026.01 | 86.01 | 8.7 | 85.03 | 81.74 | 9.3 | |
| dots.ocrParams=3B2026.04 | 86.01 | — | — | — | 9.3 | |
| PaddleOCR-VLModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 85.97 | 9.3 | 85.45 | 81.77 | 9.2 | |
| PaddleOCR-VLParams=0.9B2026.04 | 85.97 | — | — | — | 9.2 | |
| MinerU2.5Model Type=Specialized VLMs, Parameters=1.2B2026.01 | 83.76 | 15.4 | 85.92 | 80.71 | 10.4 | |
| MinerU2.5Params=1.2B2026.04 | 83.76 | — | — | — | 10.4 | |
| Nanonets-OCR-sModel Type=Specialized VLMs, Parameters=3B2026.01 | 83.56 | 12.1 | 86.24 | 76.57 | 12.4 | |
| Nanonets-OCR-sParams=3B2026.04 | 83.56 | — | — | — | 12.4 | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 78.9 | 16.8 | 79.55 | 73.94 | 21.2 | |
| MonkeyOCR-pro-3BParams=3.7B2026.04 | 78.9 | — | — | — | 21.2 | |
| MonkeyOCR-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 77.27 | 16.4 | 79.08 | 69.18 | 21.1 | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs, Parameters=1.9B2026.01 | 76.59 | 19.6 | 78.85 | 70.52 | 22.1 | |
| GPT-5.2Model Type=General VLMs, Parameters=-2026.01 | 76.26 | 23.9 | 80.9 | 71.8 | 16.5 | |
| MinerU2-VLMModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 73.73 | 20.2 | 77.72 | 63.65 | 17.3 | |
| MinerU2-VLMParams=0.9B2026.04 | 73.73 | — | — | — | 17.3 | |
| Deepseek-OCRModel Type=Specialized VLMs, Parameters=3B2026.01 | 67.2 | 32.8 | 73.59 | 60.8 | 22.6 | |
| DeepSeek-OCRParams=3B2026.04 | 67.2 | — | — | — | 22.6 | |
| DeepSeek-OCR 2Params=3B2026.04 | 66.53 | — | — | — | 20.9 | |
| DolphinModel Type=Specialized VLMs, Parameters=322M2026.01 | 60.35 | 31.6 | 61.06 | 51.58 | 24.7 | |
| PP-StructureV3Model Type=Pipeline Tools, Parameters=-2026.01 | 59.34 | 37.6 | 68.22 | 47.4 | 26.1 | |
| PP-StructureV3Params=-2026.04 | 59.34 | — | — | — | 26.1 | |
| Maker-1.8.2Model Type=Pipeline Tools, Parameters=-2026.01 | 58.98 | 34.9 | 72.71 | 39.08 | 39 | |
| Marker-1.8.2Params=-2026.04 | 58.98 | — | — | — | 39 | |
| Dolphin-1.5Model Type=Specialized VLMs, Parameters=0.3B2026.01 | 50.5 | 38.3 | 47.24 | 42.52 | 30.9 |