Document Parsing on OmniDocBench v1.5
94.62Overall ScoreGLM-OCR
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GLM-OCRModel Type=Specialized VLMs, Params=0.9B2026.03 | 94.62 | 0.04 | 93.9 | 93.96 | 96.39 | 0.044 | — | |
| GLM-OCRModel Category=Pipeline Systems2026.03 | 94.6 | — | — | — | — | — | — | |
| GLM-OCRParameters=0.9B2026.03 | 94.6 | — | — | — | — | — | — | |
| PaddleOCR-VL-1.5Model Category=Pipeline Systems2026.03 | 94.5 | — | — | — | — | — | — | |
| PaddleOCR-VL-1.5Model Type=Specialized VLMs, Params=0.9B2026.03 | 94.5 | 0.035 | 94.21 | 92.76 | 95.79 | 0.042 | — | |
| PaddleOCR-VL-1.52026.03 | 94.5 | — | — | — | — | — | — | |
| HunyuanOCRModel Type=Specialized VLMs, RD=2025.11, E2E=true2026.01 | 94.1 | 0.042 | 94.73 | 91.81 | — | — | — | |
| Unlimited-OCRSize=3B-A0.5B2026.06 | 93.23 | 0.038 | 92.61 | 90.93 | 94.07 | 0.045 | — | |
| Youtu-ParsingModel Type=Specialized VLMs, Parameters=2.5B2026.01 | 93.22 | 0.045 | 93.19 | 91.15 | 95.43 | 0.026 | — | |
| FireRed-OCR-2BModel Category=End-to-End OCR Models2026.03 | 92.94 | — | — | — | — | — | — | |
| PaddleOCR-VLModel Category=Pipeline2026.01 | 92.86 | 0.035 | 91.22 | 90.89 | — | 0.043 | 94.76 | |
| PaddleOCR-VLModel Type=Specialized VLMs2025.12 | 92.86 | 0.035 | 91.22 | 90.89 | 94.76 | 0.043 | — | |
| PaddleOCR-VLModel Type=Specialized VLMs, Params=0.9B2026.03 | 92.86 | 0.035 | 91.22 | 90.89 | 94.76 | 0.043 | — | |
| PaddleOCR-VL-LModel Type=Specialized VLMs, Parameters=0.9B, Vision Tokens=25612026.03 | 92.62 | 0.035 | 90.9 | 90.48 | 94.19 | 0.043 | — | |
| PaddleOCR-VLModel Type=Specialized VLMs, RD=2025.10, E2E=false2026.01 | 92.56 | 0.035 | 91.43 | 89.76 | 93.52 | 0.043 | — | |
| PaddleOCR-VLModel Type=Specialized VLMs, Parameters=0.9B2026.01 | 92.56 | 0.035 | 91.43 | 89.76 | 93.52 | 0.043 | — | |
| PaddleOCR-VL-MModel Type=Specialized VLMs, Parameters=0.9B, Vision Tokens=22592026.03 | 92.17 | 0.035 | 90.22 | 89.75 | 93.72 | 0.043 | — | |
| PaddleOCR-VLSingle Model=N, Size=0.9B2026.02 | 91.93 | 0.039 | 88.67 | 91.01 | 94.85 | 0.048 | — | |
| PaddleOCR-VL-SModel Type=Specialized VLMs, Parameters=0.9B, Vision Tokens=18982026.03 | 91.55 | 0.035 | 90.3 | 87.89 | 92.31 | 0.044 | — | |
| Deepseek-OCR22026.03 | 91.1 | — | — | — | — | — | — | |
| Deepseek-OCR2Model Type=Specialized VLMs, RD=2026.01, E2E=true2026.01 | 91.09 | 0.048 | 90.31 | 87.75 | 92.06 | 0.057 | — | |
| DeepSeek-OCR 2Model Category=End-to-end Model, V-token^max=11202026.01 | 91.09 | 0.048 | 90.31 | 87.75 | — | 0.057 | 92.06 | |
| DeepSeek-OCR 2Model Category=End-to-End OCR Models2026.03 | 91.09 | — | — | — | — | — | — | |
| Qwen3.5-397B-A17BModel Category=General VLMs2026.03 | 90.8 | — | — | — | — | — | — | |
| MinerU 2.52026.03 | 90.7 | — | — | — | — | — | — | |
| MinerU2.5Single Model=Y, Size=1.2B2026.02 | 90.67 | 0.047 | 88.46 | 88.22 | 92.38 | 0.044 | — | |
| MinerU2.5Model Type=Specialized VLMs, RD=2025.09, E2E=false2026.01 | 90.67 | 0.047 | 88.46 | 88.22 | 92.38 | 0.044 | — | |
| MinerU2.5Model Category=Pipeline2026.01 | 90.67 | 0.047 | 88.46 | 88.22 | — | 0.044 | 92.38 | |
| MinerU2.5Model Type=Specialized VLMs2025.12 | 90.67 | 0.047 | 88.46 | 88.22 | 92.38 | 0.044 | — | |
| MinerU2.5Model Type=Specialized VLMs, Parameters=1.2B2026.01 | 90.67 | 0.047 | 88.46 | 88.22 | 92.38 | 0.044 | — | |
| MinerU2.5Model Category=Pipeline Systems2026.03 | 90.67 | — | — | — | — | — | — | |
| MinerU2.5Model Type=Specialized VLMs, Params=1.2B2026.03 | 90.67 | 0.047 | 88.46 | 88.22 | 92.38 | 0.044 | — | |
| MinerU2.5Model Type=Specialized VLMs, Parameters=1.2B, Vision Tokens=32562026.03 | 90.67 | 0.047 | 88.46 | 88.22 | 92.38 | 0.044 | — | |
| FD-RLModel Type=Specialized VLMs, RD=2025.11, E2E=true2026.01 | 90.41 | 0.049 | 88.67 | 87.35 | 92.1 | 0.055 | — | |
| Gemini-3.0 ProModel Category=General VLMs2026.03 | 90.33 | — | — | — | — | — | — | |
| Gemini-3 ProModel Type=General VLMs, Params=-2026.03 | 90.33 | 0.065 | 89.18 | 88.28 | 90.29 | 0.071 | — | |
| Gemini-3-Pro2026.03 | 90.3 | — | — | — | — | — | — | |
| Dolphin-v2Single Model=Y, Size=3B2026.02 | 89.78 | 0.054 | 87.63 | 87.02 | 90.48 | 0.054 | — | |
| Uni-Parser-GModel Type=Pipeline Tools, Variant=HQ2025.12 | 89.75 | 0.047 | 88.83 | 85.12 | 89.07 | 0.099 | — | |
| OCRVerseModel Type=Specialized VLMs, RD=2026.01, E2E=true2026.01 | 89.23 | 0.052 | 87.13 | 85.77 | 90.35 | 0.068 | — | |
| DeepSeek-OCR 2Size=3B-A0.5B2026.06 | 89.17 | 0.049 | 86.85 | 85.6 | 90.06 | 0.06 | — | |
| Qwen3-VL-235BSingle Model=Y, Size=235B2026.02 | 89.15 | 0.069 | 88.14 | 86.21 | 90.55 | 0.068 | — | |
| Qwen3-VL-235BModel Category=End-to-end Model, V-token^max=>60002026.01 | 89.15 | 0.069 | 88.14 | 86.21 | — | 0.068 | 90.55 | |
| Qwen3-VL-235B-A22BModel Category=General VLMs2026.03 | 89.15 | — | — | — | — | — | — | |
| Qwen3-VLModel Type=General VLMs, Params=235B2026.03 | 89.15 | 0.069 | 88.14 | 86.21 | 90.55 | 0.068 | — | |
| Qwen3-VLSize=235B2026.06 | 89.15 | 0.069 | 88.14 | 86.21 | 90.55 | 0.068 | — | |
| MonkeyOCR-proSingle Model=N, Size=3B2026.02 | 88.85 | 0.075 | 87.25 | 86.78 | 90.63 | 0.128 | — | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs, RD=2025.07, E2E=false2026.01 | 88.85 | 0.075 | 87.25 | 86.78 | 90.63 | 0.128 | — | |
| MonkeyOCR-pro-3BModel Category=Pipeline2026.01 | 88.85 | 0.075 | 87.25 | 86.78 | — | 0.128 | 90.63 | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs2025.12 | 88.85 | 0.075 | 87.25 | 86.78 | 90.63 | 0.128 | — | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 88.85 | 0.075 | 87.25 | 86.78 | 90.63 | 0.128 | — | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs, Params=3.7B2026.03 | 88.85 | 0.075 | 87.25 | 86.78 | 90.63 | 0.128 | — | |
| MonkeyOCR-pro-3BModel Type=Specialized VLMs, Parameters=3.7B, Vision Tokens=39622026.03 | 88.85 | 0.075 | 87.25 | 86.78 | 90.63 | 0.128 | — | |
| OCRVerseModel Category=End-to-end Model, V-token^max=>60002026.01 | 88.56 | 0.058 | 86.91 | 84.55 | — | 0.071 | 88.45 | |
| OCRVerseSize=4B2026.06 | 88.56 | 0.058 | 86.91 | 84.55 | 88.45 | 0.071 | — | |
| dots.ocrSingle Model=Y, Size=3B2026.02 | 88.41 | 0.048 | 83.22 | 86.78 | 90.62 | 0.053 | — | |
| dots.ocrModel Type=Specialized VLMs, RD=2025.07, E2E=true2026.01 | 88.41 | 0.048 | 83.22 | 86.78 | 90.62 | 0.053 | — | |
| dots.ocrModel Category=End-to-end Model, V-token^max=>60002026.01 | 88.41 | 0.048 | 83.22 | 86.78 | — | 0.053 | 90.62 | |
| dots.ocrModel Type=Specialized VLMs2025.12 | 88.41 | 0.048 | 83.22 | 86.78 | 90.62 | 0.053 | — | |
| dots.ocrModel Type=Specialized VLMs, Parameters=3B2026.01 | 88.41 | 0.048 | 83.22 | 86.78 | 90.62 | 0.053 | — | |
| dots.ocrModel Category=End-to-End OCR Models2026.03 | 88.41 | — | — | — | — | — | — | |
| dots.ocrModel Type=Specialized VLMs, Params=3B2026.03 | 88.41 | 0.048 | 83.22 | 86.78 | 90.62 | 0.053 | — | |
| dots.ocrModel Type=Specialized VLMs, Parameters=3B, Vision Tokens=55132026.03 | 88.41 | 0.048 | 83.22 | 86.78 | 90.62 | 0.053 | — | |
| dots.ocrSize=3B2026.06 | 88.41 | 0.048 | 83.22 | 86.78 | 90.62 | 0.053 | — | |
| dots.ocr2026.03 | 88.4 | — | — | — | — | — | — | |
| Gemini-2.5 ProSingle Model=-, Size=-2026.02 | 88.03 | 0.075 | 85.82 | 85.71 | 90.29 | 0.097 | — | |
| Gemini-2.5 ProModel Type=General VLMs, RD=2025, E2E=true2026.01 | 88.03 | 0.075 | 85.82 | 85.71 | 90.29 | 0.097 | — | |
| Gemini-2.5 ProModel Category=End-to-end Model2026.01 | 88.03 | 0.075 | 85.82 | 85.71 | — | 0.097 | 90.29 | |
| Gemini-2.5 ProModel Type=General VLMs2025.12 | 88.03 | 0.075 | 85.82 | 85.71 | 90.29 | 0.097 | — | |
| Gemini-2.5 ProModel Type=General VLMs, Parameters=-2026.01 | 88.03 | 0.075 | 85.82 | 85.71 | 90.29 | 0.097 | — | |
| Gemini-2.5 ProModel Type=General VLMs, Params=-2026.03 | 88.03 | 0.075 | 85.82 | 85.71 | 90.29 | 0.097 | — | |
| Gemini-2.5 ProModel Type=General VLMs2026.03 | 88.03 | 0.075 | 85.82 | 85.71 | 90.29 | 0.097 | — | |
| Gemini-2.5 ProSize=-2026.06 | 88.03 | 0.075 | 85.82 | 85.71 | 90.29 | 0.097 | — | |
| DeepSeek-OCR (9-crops)Model Category=End-to-end Model, V-token^max=11562026.01 | 87.36 | 0.073 | 84.14 | 85.25 | — | 0.085 | 89.01 | |
| DeepSeek-OCRModel Type=Specialized VLMs, crops=9-crops2025.12 | 87.36 | 0.073 | 84.14 | 85.25 | 89.01 | 0.085 | — | |
| MonkeyOCRSingle Model=N, Size=3B2026.02 | 87.13 | 0.075 | 87.45 | 81.39 | 85.92 | 0.129 | — | |
| MonkeyOCR-3BModel Type=Specialized VLMs, RD=2025.06, E2E=false2026.01 | 87.13 | 0.075 | 87.45 | 81.39 | 85.92 | 0.129 | — | |
| MonkeyOCR-3BModel Category=Pipeline2026.01 | 87.13 | 0.075 | 87.45 | 81.39 | — | 0.129 | 85.92 | |
| MonkeyOCR-3BModel Type=Specialized VLMs2025.12 | 87.13 | 0.075 | 87.45 | 81.39 | 85.92 | 0.129 | — | |
| MonkeyOCR-3BModel Type=Specialized VLMs, Parameters=3.7B2026.01 | 87.13 | 0.075 | 87.45 | 81.39 | 85.92 | 0.129 | — | |
| MonkeyOCR-3BModel Type=Specialized VLMs, Params=3.7B2026.03 | 87.13 | 0.075 | 87.45 | 81.39 | 85.92 | 0.129 | — | |
| MonkeyOCR-3BModel Type=Specialized VLMs, Parameters=3.7B, Vision Tokens=39622026.03 | 87.13 | 0.075 | 87.45 | 81.39 | 85.92 | 0.129 | — | |
| Qwen2.5-VLSingle Model=Y, Size=72B2026.02 | 87.02 | 0.094 | 88.27 | 82.15 | 86.22 | 0.102 | — | |
| Qwen2.5-VL-72BModel Type=General VLMs, RD=2025, E2E=true2026.01 | 87.02 | 0.094 | 88.27 | 82.15 | 86.22 | 0.102 | — | |
| Qwen2.5-VL-72BModel Category=End-to-end Model, V-token^max=>60002026.01 | 87.02 | 0.094 | 88.27 | 82.15 | — | 0.102 | 86.22 | |
| Qwen2.5-VL-72BModel Type=General VLMs2025.12 | 87.02 | 0.094 | 88.27 | 82.15 | 86.22 | 0.102 | — | |
| Qwen2.5-VL-72BModel Type=General VLMs, Parameters=72B2026.01 | 87.02 | 0.094 | 88.27 | 82.15 | 86.22 | 0.102 | — | |
| Qwen2.5-VL-72BModel Type=General VLMs, Params=72B2026.03 | 87.02 | 0.094 | 88.27 | 82.15 | 86.22 | 0.102 | — | |
| Qwen2.5-VL-72BModel Type=General VLMs, Parameters=72B, Vision Tokens=56262026.03 | 87.02 | 0.094 | 88.27 | 82.15 | 86.22 | 0.102 | — | |
| Qwen2.5-VLSize=72B2026.06 | 87.02 | 0.094 | 88.27 | 82.15 | 86.22 | 0.102 | — | |
| Deepseek-OCRSingle Model=Y, Size=3B2026.02 | 87.01 | 0.073 | 83.37 | 84.97 | 88.8 | 0.086 | — | |
| Deepseek-OCRModel Type=Specialized VLMs, RD=2025.10, E2E=true2026.01 | 87.01 | 0.073 | 83.37 | 84.97 | 88.8 | 0.086 | — | |
| Deepseek-OCRModel Type=Specialized VLMs, Params=3B2026.03 | 87.01 | 0.073 | 83.37 | 84.97 | 88.8 | 0.086 | — | |
| DeepSeek-OCRSize=3B-A0.5B2026.06 | 87.01 | 0.073 | 83.37 | 84.97 | 88.8 | 0.086 | — | |
| MonkeyOCR-proSingle Model=N, Size=1.2B2026.02 | 86.96 | 0.084 | 85.02 | 84.24 | 89.02 | 0.13 | — | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs, RD=2025.07, E2E=false2026.01 | 86.96 | 0.084 | 85.02 | 84.24 | 89.02 | 0.13 | — | |
| MonkeyOCR-pro-1.2BModel Category=Pipeline2026.01 | 86.96 | 0.084 | 85.02 | 84.24 | — | 0.13 | 89.02 | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs2025.12 | 86.96 | 0.084 | 85.02 | 84.24 | 89.02 | 0.13 | — | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs, Parameters=1.9B2026.01 | 86.96 | 0.084 | 85.02 | 84.24 | 89.02 | 0.13 | — | |
| MonkeyOCR-pro-1.2BModel Type=Specialized VLMs, Params=1.9B2026.03 | 86.96 | 0.084 | 85.02 | 84.24 | 89.02 | 0.13 | — |