Document Parsing on Real5-OmniDocBench (screen-photography)
93.46Overall ScoreParser-Oriented Structural Refinement
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Parser-Oriented Structural RefinementParams=0.9B2026.04 | 93.46 | — | — | — | 3.6 | |
| PaddleOCR-VL-1.5Model Type=Specialized VLMs, Parameters=0.9B2026.01 | 91.76 | 5 | 90.88 | 89.38 | — | |
| PaddleOCR-VL-1.5Params=0.9B2026.04 | 91.76 | — | — | — | 5.9 | |
| GLM-OCRParams=0.9B2026.04 | 91.75 | — | — | — | 7 | |
| MinerU2.5Model Type=Specialized VLMs, Parameters=1.2B2026.01 | 89.41 | 6.2 | 87.55 | 86.83 | — | |
| MinerU2.5Params=1.2B2026.04 | 89.41 | — | — | — | 5.3 | |
| Qwen3-VL-235B-A22B-InstructModel Type=General VLMs, Parameters=235B2026.01 | 89.27 | 6.8 | 88.72 | 85.85 | — | |
| Gemini-3 ProModel Type=General VLMs, Parameters=-2026.01 | 88.86 | 8.4 | 87.33 | 87.65 | — | |
| dots.ocrModel Type=Specialized VLMs, Parameters=3B2026.01 | 87.18 | 8.1 | 85.34 | 84.26 | — | |
| dots.ocrParams=3B2026.04 | 87.18 | — | — | — | 7.9 | |
| Gemini-2.5 ProModel Type=General VLMs, Parameters=-2026.01 | 87.11 | 10.3 | 85.3 | 86.31 | — | |
| Qwen2.5-VL-72BModel Type=General VLMs, Parameters=72B2026.01 | 86.48 | 10 | 87.46 | 82 | — | |
| Nanonets-OCR-sModel Type=Specialized VLMs, Parameters=3B2026.01 | 84.86 | 11.2 | 86.65 | 79.09 | — | |
| Nanonets-OCR-sParams=3B2026.04 | 84.86 | — | — | — | 11.7 | |
| PaddleOCR-VLModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 82.54 | 10.3 | 83.58 | 74.36 | — | |
| PaddleOCR-VLParams=0.9B2026.04 | 82.54 | — | — | — | 10.7 | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 82.44 | 12.4 | 81.55 | 78.13 | — | |
| MonkeyOCR-pro-3BParams=3.7B2026.04 | 82.44 | — | — | — | 17.7 | |
| MonkeyOCR-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 80.71 | 12.2 | 81.33 | 73.04 | — | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs, Parameters=1.9B2026.01 | 80.24 | 14.8 | 80.78 | 74.74 | — | |
| MinerU2-VLMModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 78.77 | 13.9 | 79.02 | 71.17 | — | |
| MinerU2-VLMParams=0.9B2026.04 | 78.77 | — | — | — | 12.3 | |
| GPT-5.2Model Type=General VLMs, Parameters=-2026.01 | 76.75 | 20.8 | 79.27 | 71.73 | — | |
| Deepseek-OCRModel Type=Specialized VLMs, Parameters=3B2026.01 | 75.31 | 22 | 77.68 | 70.26 | — | |
| DeepSeek-OCRParams=3B2026.04 | 75.31 | — | — | — | 16.9 | |
| DeepSeek-OCR 2Params=3B2026.04 | 71.65 | — | — | — | 15.7 | |
| Dolphin-1.5Model Type=Specialized VLMs, Parameters=0.3B2026.01 | 69.76 | 20.5 | 61.8 | 68 | — | |
| PP-StructureV3Model Type=Pipeline Tools, Parameters=-2026.01 | 66.89 | 20.4 | 73.26 | 47.82 | — | |
| PP-StructureV3Params=-2026.04 | 66.89 | — | — | — | 16.5 | |
| DolphinModel Type=Specialized VLMs, Parameters=322M2026.01 | 64.29 | 23.2 | 58.66 | 57.38 | — | |
| Maker-1.8.2Model Type=Pipeline Tools, Parameters=-2026.01 | 63.65 | 29 | 72.73 | 47.21 | — | |
| Marker-1.8.2Params=-2026.04 | 63.65 | — | — | — | 32.5 |