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Layout Analysis

OmniDocBench: A Real-World, Fine-Grained Benchmark for Fair and Comprehensive PDF Document Parsing Evaluation

OmniDocBench: A Real-World, Fine-Grained Benchmark for Fair and Comprehensive PDF Document Parsing Evaluation 1279

Evaluating document parsing systems has long been a frustrating exercise in inconsistency. Many existing benchmarks focus narrowly on clean academic…

12/22/2025Document Parsing, Layout Analysis, Multimodal Document Understanding
Dolphin: Lightweight, Accurate Document Image Parsing for Real-World Mixed-Content Pages

Dolphin: Lightweight, Accurate Document Image Parsing for Real-World Mixed-Content Pages 7904

Parsing complex document images—those containing intertwined text paragraphs, tables, mathematical formulas, figures, and code—is a persistent challenge in applied AI.…

12/18/2025Document Image Parsing, Layout Analysis, Multimodal Understanding
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