MDPBench: A Benchmark for Multilingual Document Parsing in Real-World Scenarios

Benchmark Model Rank Results
document-parsing-on-mdpbenchGemini-3-pro-preview#1MDPBench Overall: 88.4MDPBench Latin: 84.1MDPBench Private: 89.8…
document-parsing-on-mdpbenchdots.mocr#5MDPBench Overall: 81.7MDPBench Latin: 79.2MDPBench Private: 82.8…
document-parsing-on-mdpbenchkimi-K2.5#6MDPBench Overall: 81.6MDPBench Latin: 72.9MDPBench Private: 81.2…
document-parsing-on-mdpbenchPaddleOCR-VL-1.5#7MDPBench Overall: 81.2MDPBench Latin: 74.9MDPBench Private: 80.7…
document-parsing-on-mdpbenchClaude-Sonnet-4.6#8MDPBench Overall: 79.2MDPBench Latin: 66.2MDPBench Private: 77.6…
document-parsing-on-mdpbenchdots.ocr#9MDPBench Overall: 79.1MDPBench Latin: 73.5MDPBench Private: 79.7…
document-parsing-on-mdpbenchGLM-OCR#10MDPBench Overall: 78.7MDPBench Latin: 54.3MDPBench Private: 68.8…
document-parsing-on-mdpbencholmOCR2#11MDPBench Overall: 76.7MDPBench Latin: 63.3MDPBench Private: 76.1…
document-parsing-on-mdpbenchDoubao-2.0-pro#12MDPBench Overall: 75.7MDPBench Latin: 72.5MDPBench Private: 79.5…
document-parsing-on-mdpbenchChatGPT-5.2-2025-12-11#13MDPBench Overall: 75.2MDPBench Latin: 61.1MDPBench Private: 74.0…
document-parsing-on-mdpbenchQwen3-VL-Instruct-8b#14MDPBench Overall: 73.6MDPBench Latin: 62.5MDPBench Private: 70.8…
document-parsing-on-mdpbenchQwen3.5-Instruct-9B#15MDPBench Overall: 72.5MDPBench Latin: 58.2MDPBench Private: 68.9…
document-parsing-on-mdpbenchHunyuanOCR#16MDPBench Overall: 72.4MDPBench Latin: 63.7MDPBench Private: 68.6…
document-parsing-on-mdpbenchPaddleOCR-VL#17MDPBench Overall: 72.1MDPBench Latin: 66.7MDPBench Private: 70.9…
document-parsing-on-mdpbenchNanonets-ocr2-3B#18MDPBench Overall: 71.4MDPBench Latin: 56.2MDPBench Private: 67.6…
document-parsing-on-mdpbenchNanonets-OCR-s#19MDPBench Overall: 71.3MDPBench Latin: 55.0MDPBench Private: 66.6…
document-parsing-on-mdpbenchMonkeyOCRv1.5#20MDPBench Overall: 67.4MDPBench Latin: 62.4MDPBench Private: 69.0…
document-parsing-on-mdpbenchMonkeyOCR-pro-3B#21MDPBench Overall: 65.1MDPBench Latin: 37.6MDPBench Private: 53.6…
document-parsing-on-mdpbenchMinerU-2.5-VLM#22MDPBench Overall: 63.0MDPBench Latin: 27.4MDPBench Private: 48.7…
document-parsing-on-mdpbenchPP-StructureV3#23MDPBench Overall: 59.8MDPBench Latin: 28.9MDPBench Private: 49.6…
document-parsing-on-mdpbenchDeepSeek-OCR#24MDPBench Overall: 54.5MDPBench Latin: 48.9MDPBench Private: 54.5…
document-parsing-on-mdpbenchInternVL-3.5-8B#25MDPBench Overall: 53.4MDPBench Latin: 30.6MDPBench Private: 45.3…
document-parsing-on-mdpbenchMinerU-2.5-pipeline#26MDPBench Overall: 46.5MDPBench Latin: 18.7MDPBench Private: 36.2…