Document Parsing on OmniDocBench 1.5 (test)
0.021Text Edit ErrorPaddleOCR-VL
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PaddleOCR-VLType=AR, Params=0.9B, GT Layout=true2026.03 | 0.021 | 93.91 | 92.13 | 91.7 | 95.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2.5Type=AR, Params=1.2B, GT Layout=true2026.03 | 0.025 | 93.44 | 91.98 | 90.84 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU-DiffusionType=dLM, Params=2.5B, GT Layout=true2026.03 | 0.028 | 93.37 | 91.92 | 91 | 94.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| dots.mocrModel Type=SpecializedVLMs, Size=3B2026.03 | 0.031 | — | — | — | — | 0.029 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ABot-OCRParam=2B2026.05 | 0.034 | 92.81 | 91.38 | 90.45 | 93.96 | 0.041 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaddleOCR-VLModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 0.035 | 92.86 | 91.22 | 90.89 | 94.76 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaddleOCR-VL-1.5Model Type=Specialized VLMs, Parameters=0.9B2026.01 | 0.035 | 94.5 | 94.21 | 92.76 | 95.79 | 0.042 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaddleOCR-VLModel Type=Specialized MLLMs2026.03 | 0.035 | 92.86 | 91.22 | 90.89 | 94.76 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaddleOCR-VLModel Type=Specialized VLMs2026.03 | 0.035 | 92.86 | 91.22 | 90.89 | 94.76 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | 93.7 | |
| PaddleOCR-VL-1.5Model Type=Specialized VLMs2026.03 | 0.035 | 94.5 | 94.21 | 92.76 | 95.79 | 0.042 | — | — | — | — | — | — | — | — | — | — | — | — | 94.63 | |
| PaddleOCR-VLModel Type=SpecializedVLMs, Size=0.9B2026.03 | 0.035 | — | — | — | — | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaddleOCR-VL1.5Model Type=SpecializedVLMs, Size=0.9B2026.03 | 0.035 | — | — | — | — | 0.042 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaddleOCR-VLType=AR, Params=0.9B, GT Layout=false2026.03 | 0.035 | 92.56 | 91.43 | 89.76 | 93.52 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaddleOCR-VL-1.5Param=0.9B2026.05 | 0.035 | 94.5 | 94.21 | 92.76 | 95.79 | 0.042 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaddleOCR-VLParam=0.9B2026.05 | 0.035 | 92.86 | 91.22 | 90.89 | 94.76 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FireRed-OCRParam=2B2026.05 | 0.035 | 92.07 | 90.98 | 88.72 | 92.38 | 0.041 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ovis2.6-30B-A3BParam=30B2026.05 | 0.037 | 92.36 | 90.32 | 90.46 | 94 | 0.046 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLMOCRModel Type=SpecializedVLMs, Size=0.9B2026.03 | 0.04 | — | — | — | — | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HunyuanOCRModel Type=SpecializedVLMs, Size=0.9B2026.03 | 0.042 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Youtu-ParsingParam=2.5B2026.05 | 0.042 | 93.37 | 91.22 | 93.1 | 96.47 | 0.026 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLM-OCRModel Type=Specialized VLMs2026.03 | 0.043 | 93.94 | 93.51 | 92.6 | 94.84 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | 94.15 | |
| Logics-Parsing-v2Param=4B2026.05 | 0.043 | 92.56 | 91.41 | 90.54 | 93.85 | 0.044 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OpenDoc-0.1BParam=0.1B2026.05 | 0.043 | 90.57 | 87.7 | 88.3 | 92.24 | 0.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLM-OCRParam=0.9B2026.05 | 0.045 | 94.35 | 93.65 | 93.89 | 96.5 | 0.047 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2.5Param=1.2B2026.05 | 0.045 | 90.93 | 88.86 | 88.44 | 92.42 | 0.044 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2.5Model Type=Specialized VLMs, Parameters=1.2B2026.01 | 0.047 | 90.67 | 88.46 | 88.22 | 92.38 | 0.044 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2.5Model Type=Specialized MLLMs2026.03 | 0.047 | 90.67 | 88.46 | 88.22 | 92.38 | 0.044 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Logics-Parsing-OmniModel Type=General MLLMs2026.03 | 0.047 | 92.54 | 91.3 | 91.02 | 94.31 | 0.056 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2.5Model Type=Specialized VLMs2026.03 | 0.047 | 90.67 | 88.46 | 88.22 | 92.38 | 0.044 | — | — | — | — | — | — | — | — | — | — | — | — | 91.76 | |
| MinerU2.5Model Type=SpecializedVLMs, Size=1.2B2026.03 | 0.047 | — | — | — | — | 0.044 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2.5Type=AR, Params=1.2B, GT Layout=false2026.03 | 0.047 | 90.67 | 88.46 | 88.22 | 92.38 | 0.044 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| dots.ocrModel Type=Specialized VLMs, Parameters=3B2026.01 | 0.048 | 88.41 | 83.22 | 86.78 | 90.62 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| dots.ocrModel Type=Specialized MLLMs2026.03 | 0.048 | 88.41 | 83.22 | 86.78 | 90.62 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| dots.ocrModel Type=Specialized VLMs2026.03 | 0.048 | 88.41 | 83.22 | 86.78 | 90.62 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | 90.99 | |
| DeepSeek-OCR2Model Type=Specialized VLMs2026.03 | 0.048 | 91.09 | 90.31 | 87.75 | 92.06 | 0.057 | — | — | — | — | — | — | — | — | — | — | — | — | 91.48 | |
| Agentar-Fin-OCRModel Type=Specialized VLMs2026.03 | 0.048 | 94.08 | 94.21 | 92.82 | 95.88 | 0.055 | — | — | — | — | — | — | — | — | — | — | — | — | 94.01 | |
| dots.ocrModel Type=SpecializedVLMs, Size=3B2026.03 | 0.048 | — | — | — | — | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| dots.ocrType=AR, Params=3B, GT Layout=false2026.03 | 0.048 | 88.41 | 83.22 | 86.78 | 90.62 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| dots.ocrParam=3B2026.05 | 0.048 | 88.41 | 83.22 | 86.78 | 90.62 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepSeek-OCR 2Param=3B2026.05 | 0.049 | 89.17 | 86.85 | 85.6 | 90.06 | 0.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3.5-397b-a17bModel Type=General MLLMs2026.03 | 0.055 | 88.34 | 87.6 | 82.93 | 88.7 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-30B-A3BModel Type=General MLLMs2026.03 | 0.056 | 83.61 | 79.4 | 77.04 | 81.94 | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCRVerseModel Type=Specialized MLLMs2026.03 | 0.058 | 88.56 | 86.91 | 84.55 | 88.45 | 0.071 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCRVerseModel Type=SpecializedVLMs, Size=4B2026.03 | 0.058 | — | — | — | — | 0.071 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCRVerseParam=4B2026.05 | 0.058 | 88.55 | 86.91 | 84.55 | 88.45 | 0.071 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU-DiffusionType=dLM, Params=2.5B, GT Layout=false2026.03 | 0.061 | 88.94 | 86.41 | 86.5 | 90.29 | 0.059 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini-3-ProModel Type=General MLLMs2026.03 | 0.062 | 88.36 | 83.1 | 88.19 | 93.52 | 0.072 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini 3 Pro2026.05 | 0.062 | 90.17 | 88.79 | 87.83 | 93.32 | 0.074 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini-3 ProModel Type=General VLMs, Parameters=-2026.01 | 0.065 | 90.33 | 89.18 | 88.28 | 90.29 | 0.071 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini 3 Flash2026.05 | 0.065 | 90.37 | 89.56 | 88.01 | 93.79 | 0.071 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini 3 ProModel Type=GeneralVLMs2026.03 | 0.066 | — | — | — | — | 0.079 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-235B-A22B-InstructModel Type=General VLMs, Parameters=235B2026.01 | 0.069 | 89.15 | 88.14 | 86.21 | 90.55 | 0.068 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-235B-A22BModel Type=General MLLMs2026.03 | 0.069 | 89.15 | 88.14 | 86.21 | 90.55 | 0.068 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-235B-InstructModel Type=General VLMs2026.03 | 0.069 | 89.15 | 88.14 | 86.21 | 90.55 | 0.068 | — | — | — | — | — | — | — | — | — | — | — | — | 89.66 | |
| Qwen3-VL-235B-A22B-InstructModel Type=GeneralVLMs, Size=235B2026.03 | 0.069 | — | — | — | — | 0.068 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-235BParam=235B2026.05 | 0.069 | 89.15 | 88.14 | 86.21 | 90.55 | 0.068 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PP-StructureV3Model Type=Pipeline Tools, Parameters=-2026.01 | 0.073 | 86.73 | 85.79 | 81.68 | 89.48 | 0.073 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deepseek-OCRModel Type=Specialized VLMs, Parameters=3B2026.01 | 0.073 | 87.01 | 83.37 | 84.97 | 88.8 | 0.086 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PP-StructureV3Model Type=Pipeline Tools2026.03 | 0.073 | 86.73 | 85.79 | 81.68 | 89.48 | 0.073 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deepseek-OCRModel Type=Specialized MLLMs2026.03 | 0.073 | 87.01 | 83.37 | 84.97 | 88.8 | 0.086 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PP-StructureV3Model Type=Pipeline Tools2026.03 | 0.073 | 86.73 | 85.79 | 81.68 | 89.48 | 0.073 | — | — | — | — | — | — | — | — | — | — | — | — | 87.19 | |
| DeepSeek-OCRModel Type=SpecializedVLMs, Size=3B2026.03 | 0.073 | — | — | — | — | 0.086 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PP-StructureV3Type=Pipeline, Params=-, GT Layout=false2026.03 | 0.073 | 86.73 | 85.79 | 81.68 | 89.48 | 0.073 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dolphin-v2Param=3B2026.05 | 0.073 | 88.71 | 87.26 | 86.2 | 89.77 | 0.064 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini-2.5 ProModel Type=General VLMs, Parameters=-2026.01 | 0.075 | 88.03 | 85.82 | 85.71 | 90.29 | 0.097 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 0.075 | 87.13 | 87.45 | 81.39 | 85.92 | 0.129 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 0.075 | 88.85 | 87.25 | 86.78 | 90.63 | 0.128 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini-2.5-ProModel Type=General MLLMs2026.03 | 0.075 | 88.03 | 85.82 | 85.71 | 90.29 | 0.097 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-3BModel Type=Specialized MLLMs2026.03 | 0.075 | 87.13 | 87.45 | 81.39 | 85.92 | 0.129 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-pro-3BModel Type=Specialized MLLMs2026.03 | 0.075 | 88.85 | 87.25 | 86.78 | 90.63 | 0.128 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini-2.5 ProModel Type=General VLMs2026.03 | 0.075 | 88.03 | 85.82 | 85.71 | 90.29 | 0.097 | — | — | — | — | — | — | — | — | — | — | — | — | 89.11 | |
| MonkeyOCR-3BModel Type=Specialized VLMs2026.03 | 0.075 | 87.13 | 87.45 | 81.39 | 85.92 | 0.129 | — | — | — | — | — | — | — | — | — | — | — | — | 86.95 | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs2026.03 | 0.075 | 88.85 | 87.25 | 86.78 | 90.63 | 0.128 | — | — | — | — | — | — | — | — | — | — | — | — | 89.64 | |
| Gemini 2.5 ProModel Type=GeneralVLMs2026.03 | 0.075 | — | — | — | — | 0.097 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-3BModel Type=SpecializedVLMs, Size=3B2026.03 | 0.075 | — | — | — | — | 0.129 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-pro-3BModel Type=SpecializedVLMs, Size=3B2026.03 | 0.075 | — | — | — | — | 0.128 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini-2.5 ProType=AR, Params=-, GT Layout=false2026.03 | 0.075 | 88.03 | 85.82 | 85.71 | 90.29 | 0.097 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-pro-3BType=AR, Params=3.7B, GT Layout=false2026.03 | 0.075 | 88.85 | 87.25 | 86.78 | 90.63 | 0.128 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-pro-3BParam=3B2026.05 | 0.075 | 88.85 | 87.25 | 86.78 | 90.63 | 0.128 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2-VLMModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 0.078 | 85.56 | 80.95 | 83.54 | 87.66 | 0.086 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2-VLMModel Type=Specialized MLLMs2026.03 | 0.078 | 85.56 | 80.95 | 83.54 | 87.66 | 0.086 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinerU2-VLMModel Type=Specialized VLMs2026.03 | 0.078 | 85.56 | 80.95 | 83.54 | 87.66 | 0.086 | — | — | — | — | — | — | — | — | — | — | — | — | 87.87 | |
| MinerU2-VLMType=AR, Params=0.9B, GT Layout=false2026.03 | 0.078 | 85.56 | 80.95 | 83.54 | 87.66 | 0.086 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs, Parameters=1.9B2026.01 | 0.084 | 86.96 | 85.02 | 84.24 | 89.02 | 0.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-pro-1.2BModel Type=Specialized MLLMs2026.03 | 0.084 | 86.96 | 85.02 | 84.24 | 89.02 | 0.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs2026.03 | 0.084 | 86.96 | 85.02 | 84.24 | 89.02 | 0.13 | — | — | — | — | — | — | — | — | — | — | — | — | 87.92 | |
| MonkeyOCR-pro-1.2BType=AR, Params=1.9B, GT Layout=false2026.03 | 0.084 | 86.96 | 85.02 | 84.24 | 89.02 | 0.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HunyuanOCRParam=1B2026.05 | 0.085 | 90.57 | 86.01 | 94.19 | 95.96 | 0.082 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dolphin-1.5Model Type=Specialized VLMs, Parameters=0.3B2026.01 | 0.092 | 83.21 | 80.78 | 78.06 | 84.1 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dolphin-1.5Model Type=Specialized MLLMs2026.03 | 0.092 | 83.21 | 80.78 | 78.06 | 84.1 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Nanonets-OCR-sModel Type=Specialized VLMs, Parameters=3B2026.01 | 0.093 | 85.59 | 85.9 | 80.14 | 85.57 | 0.108 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Nanonets-OCR-sModel Type=Specialized MLLMs2026.03 | 0.093 | 85.59 | 85.9 | 80.14 | 85.57 | 0.108 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Nanonets-OCR-sModel Type=Specialized VLMs2026.03 | 0.093 | 85.59 | 85.9 | 80.14 | 85.57 | 0.108 | — | — | — | — | — | — | — | — | — | — | — | — | 85.42 | |
| Nanonets-OCR-sType=AR, Params=3B, GT Layout=false2026.03 | 0.093 | 85.59 | 85.9 | 80.14 | 85.57 | 0.108 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen2.5-VL-72BModel Type=General VLMs, Parameters=72B2026.01 | 0.094 | 87.02 | 88.27 | 82.15 | 86.22 | 0.102 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen2.5-VL-72BModel Type=General MLLMs2026.03 | 0.094 | 87.02 | 88.27 | 82.15 | 86.22 | 0.102 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen2.5-VL-72BType=AR, Params=72B, GT Layout=false2026.03 | 0.094 | 87.02 | 88.27 | 82.15 | 86.22 | 0.102 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| olmOCR-7BModel Type=Specialized VLMs, Parameters=7B2026.01 | 0.096 | 81.79 | 86.04 | 68.92 | 74.77 | 0.121 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| olmOCRModel Type=Specialized MLLMs2026.03 | 0.096 | 81.79 | 86.04 | 68.92 | 74.77 | 0.121 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| olmOCR-7BModel Type=Specialized VLMs2026.03 | 0.096 | 81.79 | 86.04 | 68.92 | 74.77 | 0.121 | — | — | — | — | — | — | — | — | — | — | — | — | 79.66 |