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The capacity for uninterrupted, one-shot document parsing signifies a fundamental paradigm shift into the OCR 3.0 era, and enables document parsing over virtually unlimited lengths without prohibitive memory overhead.
HPD-Parsing is introduced, which replaces full-page autoregressive generation with a Hierarchical Parallel Decoding paradigm, and establishes hierarchical parallel decoding as an effective alternative to full-page autoregressive generation, opening a new direction for efficient unified document parsing.
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