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ResearchFormerly WizWand

Document Understanding on OmniDocBench standard (test)

93.75Overall ScoreDocHumming

Evaluation results

Method	Links
DocHumming2026.03		93.75	0.035	93.27	91.49	0.041
PaddleOCR-VL2026.03		91.93	0.039	88.67	91.01	0.043
MinerU2.52026.03		90.67	0.047	88.46	88.22	0.044
Qwen3-VL-235B2026.03		89.15	0.069	88.14	86.21	0.068
MonkeyOCR-pro-3B2026.03		88.85	0.075	87.25	86.78	0.128
dots.ocr2026.03		88.41	0.048	83.22	86.78	0.053
Gemini-2.5 Pro2026.03		88.03	0.075	85.82	85.71	0.097
Qwen2.5-VL2026.03		87.02	0.094	88.27	82.15	0.102
Deepseek-OCR2026.03		87.01	0.073	83.37	84.97	0.086
PP-StructureV32026.03		86.73	0.073	85.79	81.68	0.073
Dolphin-1.52026.03		83.21	0.092	80.78	78.06	0.124
InternVL3.52026.03		82.67	0.142	87.23	75	0.125
olmOCR2026.03		81.79	0.096	86.04	68.92	0.121
POINTS-Reader2026.03		80.98	0.134	79.2	77.13	0.145
InternVL32026.03		80.33	0.131	83.42	70.64	0.113
Mistral OCR2026.03		78.83	0.164	82.84	70.03	0.144
Mineru2-pipeline2026.03		75.51	0.209	76.55	70.9	0.225
GPT-4o2026.03		75.02	0.217	79.7	67.07	0.148
Marker-1.8.22026.03		71.3	0.206	76.66	57.88	0.25