Document Parsing on OmniDocBench
90.41Overall AccuracyFD-RL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FD-RL2025.12 | 90.41 | 4.9 | 88.67 | 87.35 | 92.1 | 0.055 | |
| BASELINEBase Model=DeepSeek-OCR-Large, DYNAMIC=false, #TOKENS=4002026.05 | 85.55 | 9 | 81.7 | 83.87 | 88.03 | 0.09 | |
| RTPruneBase Model=DeepSeek-OCR-Large, DYNAMIC=true, #TOKENS=AVG=3372026.05 | 85.1 | 10 | 82.7 | 82.11 | 86.51 | 0.09 | |
| BASELINEBase Model=DeepSeek-OCR-Base, DYNAMIC=false, #TOKENS=2562026.05 | 84.83 | 12 | 81.9 | 84.58 | 88.43 | 0.11 | |
| Logics-Parsing2025.12 | 83.85 | 15.8 | 84.36 | 82.97 | 87.76 | 0.108 | |
| RTPruneBase Model=DeepSeek-OCR-Large, DYNAMIC=false, #TOKENS=3002026.05 | 83.6 | 13 | 81.71 | 81.79 | 85.9 | 0.13 | |
| RTPruneBase Model=DeepSeek-OCR-Base, DYNAMIC=true, #TOKENS=AVG=2142026.05 | 81.48 | 17 | 79.95 | 81.6 | 86.74 | 0.16 | |
| olmOCR 22025.12 | 80.03 | 16.3 | 84 | 72.4 | 76.6 | 0.145 | |
| BASELINEBase Model=DeepSeek-OCR-Small, DYNAMIC=false, #TOKENS=1002026.05 | 79.61 | 17 | 79.14 | 76.58 | 82.43 | 0.15 | |
| RTPruneBase Model=DeepSeek-OCR-Base, DYNAMIC=false, #TOKENS=1922026.05 | 77.37 | 21 | 77.27 | 75.55 | 81.88 | 0.19 | |
| CDPrunerBase Model=DeepSeek-OCR-Large, DYNAMIC=false, #TOKENS=300, Venue=NIPS25, Pruning Stage=Vision Encoder2026.05 | 71.19 | 32 | 73.6 | 72.16 | 80.38 | 0.2 | |
| DivPruneBase Model=DeepSeek-OCR-Large, DYNAMIC=false, #TOKENS=300, Venue=CVPR25, Pruning Stage=Vision Encoder2026.05 | 70.02 | 26 | 71.22 | 64.83 | 75.39 | 0.17 | |
| BASELINEBase Model=DeepSeek-OCR-Tiny, DYNAMIC=false, #TOKENS=642026.05 | 68.59 | 27 | 70.01 | 62.86 | 72.97 | 0.2 | |
| RTPruneBase Model=DeepSeek-OCR-Small, DYNAMIC=true, #TOKENS=AVG=832026.05 | 64.91 | 31 | 66.32 | 58.9 | 67.86 | 0.28 | |
| VisionZipBase Model=DeepSeek-OCR-Base, DYNAMIC=false, #TOKENS=192, Venue=CVPR25, Pruning Stage=Vision Encoder2026.05 | 63.29 | 37 | 67.09 | 59.39 | 72.31 | 0.23 | |
| CDPrunerBase Model=DeepSeek-OCR-Small, DYNAMIC=true, #TOKENS=AVG=83, Venue=NIPS25, Pruning Stage=Vision Encoder2026.05 | 59.75 | 45 | 63.46 | 60.61 | 70.05 | 0.3 | |
| RTPruneBase Model=DeepSeek-OCR-Small, DYNAMIC=false, #TOKENS=752026.05 | 59.08 | 37 | 60.74 | 53.71 | 64.35 | 0.33 | |
| DivPruneBase Model=DeepSeek-OCR-Small, DYNAMIC=true, #TOKENS=AVG=83, Venue=CVPR25, Pruning Stage=Vision Encoder2026.05 | 58.93 | 39 | 59.9 | 55.48 | 68.36 | 0.26 | |
| FitPruneBase Model=DeepSeek-OCR-Large, DYNAMIC=true, #TOKENS=AVG=337, Venue=AAAI25, Pruning Stage=LLM2026.05 | 56.63 | 30 | 55.61 | 44.17 | 46.97 | 0.24 | |
| Infinity Parser2025.12 | 56.12 | 49.4 | 73.7 | 44.05 | 47.48 | 0.304 | |
| RTPruneBase Model=DeepSeek-OCR-Tiny, DYNAMIC=true, #TOKENS=AVG=522026.05 | 52.09 | 43 | 53.98 | 45.68 | 57.56 | 0.38 | |
| RTPruneBase Model=DeepSeek-OCR-Tiny, DYNAMIC=false, #TOKENS=482026.05 | 47.6 | 48 | 50.38 | 40.22 | 52.77 | 0.42 | |
| VisionZipBase Model=DeepSeek-OCR-Tiny, DYNAMIC=true, #TOKENS=AVG=52, Venue=CVPR25, Pruning Stage=Vision Encoder2026.05 | 47.37 | 50 | 50.37 | 41.44 | 56.06 | 0.33 | |
| DARTBase Model=DeepSeek-OCR-Base, DYNAMIC=true, #TOKENS=AVG=214, Venue=EMNLP25, Pruning Stage=LLM2026.05 | 36.47 | 58 | 33.95 | 33.37 | 38.54 | 0.46 | |
| SparseVLMBase Model=DeepSeek-OCR-Base, DYNAMIC=false, #TOKENS=192, Venue=ICML25, Pruning Stage=Multi-stage2026.05 | 24.92 | 74 | 27.39 | 21.07 | 30.09 | 0.5 | |
| FitPruneBase Model=DeepSeek-OCR-Small, DYNAMIC=false, #TOKENS=75, Venue=AAAI25, Pruning Stage=LLM2026.05 | 17.55 | 78 | 17.63 | 13.13 | 17.93 | 0.61 | |
| NUWABase Model=DeepSeek-OCR-Large, DYNAMIC=true, #TOKENS=AVG=337, Venue=ICLR26, Pruning Stage=Multi-stage2026.05 | 8.71 | 85 | 5.5 | 6.04 | 11.73 | 0.64 | |
| FastVBase Model=DeepSeek-OCR-Base, DYNAMIC=true, #TOKENS=AVG=214, Venue=ECCV24, Pruning Stage=LLM2026.05 | 8.12 | 87 | 7.42 | 3.95 | 5.61 | 0.65 | |
| SparseVLMBase Model=DeepSeek-OCR-Tiny, DYNAMIC=true, #TOKENS=AVG=52, Venue=ICML25, Pruning Stage=Multi-stage2026.05 | 7.5 | 89 | 6.31 | 5.07 | 9.92 | 0.64 | |
| NUWABase Model=DeepSeek-OCR-Small, DYNAMIC=false, #TOKENS=75, Venue=ICLR26, Pruning Stage=Multi-stage2026.05 | 5 | 92 | 4.13 | 2.38 | 5.97 | 0.68 | |
| FastVBase Model=DeepSeek-OCR-Tiny, DYNAMIC=false, #TOKENS=48, Venue=ECCV24, Pruning Stage=LLM2026.05 | 2.49 | 95 | 2.2 | 0.26 | 1.17 | 0.68 | |
| DARTBase Model=DeepSeek-OCR-Tiny, DYNAMIC=false, #TOKENS=48, Venue=EMNLP25, Pruning Stage=LLM2026.05 | 1.73 | 96 | 1.39 | -0.1 | 0.34 | 0.72 |