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

MDPBench introduces a 3,400-image multilingual document parsing benchmark across 17 languages revealing open-source models suffer severe performance drops on photographed and non-Latin script documents.

Zhang Li, Lin Zhibo, Qiang Liu, Ziyang Zhang and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 9 on Hugging Face · Code ★ 895

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 3/5