Document Parsing on OmniDocBench Real5 skewing variation
91.66Overall ScorePaddleOCR-VL-1.5
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PaddleOCR-VL-1.5Model Type=Specialized VLMs, Parameters=0.9B2026.01 | 91.66 | 4.7 | 91 | 88.69 | 6.1 | |
| PaddleOCR-VL-1.5Params=0.9B2026.04 | 91.66 | — | — | — | 6.1 | |
| Gemini-3 ProModel Type=General VLMs2026.01 | 89.45 | 8 | 88.33 | 88.06 | 9.2 | |
| Gemini-2.5 ProModel Type=General VLMs2026.01 | 89.07 | 7.7 | 87.89 | 86.99 | 10.4 | |
| Parser-Oriented Structural RefinementParams=0.9B2026.04 | 86.97 | — | — | — | 4.9 | |
| Qwen2.5-VL-72BModel Type=General VLMs, Parameters=72B2026.01 | 86.9 | 7.7 | 87.26 | 81.14 | 9.1 | |
| Qwen3-VL-235B-A22B-InstructModel Type=General VLMs, Parameters=235B2026.01 | 86.56 | 7.7 | 83.96 | 83.41 | 9.1 | |
| GLM-OCRParams=0.9B2026.04 | 85.39 | — | — | — | 15.6 | |
| dots.ocrModel Type=Specialized VLMs, Parameters=3B2026.01 | 84.27 | 8.7 | 85.73 | 75.74 | 9.4 | |
| dots.ocrParams=3B2026.04 | 84.27 | — | — | — | 9.4 | |
| Nanonets-OCR-sModel Type=Specialized VLMs, Parameters=3B2026.01 | 81.98 | 12.1 | 85.78 | 72.22 | 13.3 | |
| Nanonets-OCR-sParams=3B2026.04 | 81.98 | — | — | — | 13.3 | |
| PaddleOCR-VLModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 77.47 | 19.2 | 78.81 | 72.83 | 19.3 | |
| PaddleOCR-VLParams=0.9B2026.04 | 77.47 | — | — | — | 19.3 | |
| MinerU2.5Model Type=Specialized VLMs, Parameters=1.2B2026.01 | 75.24 | 30.5 | 81.78 | 74.39 | 15.1 | |
| MinerU2.5Params=1.2B2026.04 | 75.24 | — | — | — | 15.1 | |
| GPT-5.2Model Type=General VLMs2026.01 | 75 | 25.7 | 80.27 | 70.47 | 16.7 | |
| MinerU2-VLMModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 68.16 | 23 | 74.45 | 53.07 | 19.1 | |
| MinerU2-VLMParams=0.9B2026.04 | 68.16 | — | — | — | 19.1 | |
| MonkeyOCR-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 65.67 | 24.8 | 69.23 | 52.59 | 30 | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 64.47 | 25.1 | 69.06 | 49.42 | 30.1 | |
| MonkeyOCR-pro-3BParams=3.7B2026.04 | 64.47 | — | — | — | 30.1 | |
| Deepseek-OCRModel Type=Specialized VLMs, Parameters=3B2026.01 | 63.01 | 32.7 | 73.27 | 48.48 | 23.1 | |
| DeepSeek-OCRParams=3B2026.04 | 63.01 | — | — | — | 23.1 | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs, Parameters=1.9B2026.01 | 62.18 | 29.2 | 66.25 | 49.46 | 31.7 | |
| DeepSeek-OCR 2Params=3B2026.04 | 61.28 | — | — | — | 22.1 | |
| DolphinModel Type=Specialized VLMs, Parameters=322M2026.01 | 44.83 | 50 | 51.34 | 33.22 | 32.1 | |
| Maker-1.8.2Model Type=Pipeline Tools2026.01 | 41.27 | 53.6 | 60.16 | 17.23 | 54.3 | |
| Marker-1.8.2Params=-2026.04 | 41.27 | — | — | — | 54.3 | |
| PP-StructureV3Model Type=Pipeline Tools2026.01 | 37.98 | 55.7 | 44.37 | 25.27 | 41.7 | |
| PP-StructureV3Params=-2026.04 | 37.98 | — | — | — | 41.7 | |
| Dolphin-1.5Model Type=Specialized VLMs, Parameters=0.3B2026.01 | 28.16 | 55.3 | 25.6 | 14.18 | 41.9 |