Scientific Document Parsing on Uni-Parser Benchmark 1.0 (test)
89.8Overall Accuracy (excl. Mol.)PaddleOCR-VL
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PaddleOCR-VLType=Specialized VLMs2025.12 | 89.8 | 0.034 | 90.59 | 82.21 | 84.91 | 0.03 | 0 | 0 | |
| Uni-Parser (HQ)Type=Pipeline Tools, Variant=HQ2025.12 | 89.74 | 0.022 | 92.37 | 79.04 | 82.79 | 0.018 | 0.994 | 0.886 | |
| MinerU2.5Type=Specialized VLMs2025.12 | 86.72 | 0.06 | 85.73 | 80.41 | 84.82 | 0.045 | 0 | 0 | |
| MinerU2-VLMType=Specialized VLMs2025.12 | 84.93 | 0.049 | 85.09 | 74.6 | 79.43 | 0.041 | 0 | 0 | |
| DeepSeek-OCRType=Specialized VLMs2025.12 | 84.8 | 0.046 | 82.13 | 76.88 | 81.72 | 0.039 | 0 | 0 | |
| MinerU2-pipeline 2.1.1Type=Pipeline Tools2025.12 | 83.24 | 0.063 | 86.14 | 69.88 | 78.25 | 0.065 | 0 | 0 | |
| Uni-Parser (Fast)Type=Pipeline Tools, Variant=Fast2025.12 | 83.06 | 0.061 | 91.74 | 63.54 | 74.97 | 0.047 | 0.994 | 0.886 | |
| PP-StructureV3Type=Pipeline Tools2025.12 | 82.41 | 0.069 | 91.42 | 62.71 | 75.21 | 0.04 | 0 | 0 |