Report
The case for agentic OCR's iterative approach to parsing documents
LlamaIndex contrasts one-pass OCR's trouble with tables and columns with a layout-aware, multi-pass alternative.
TLDR
LlamaIndex argues that traditional one-pass OCR can flatten tables, lose charts and scramble multi-column layouts. It describes agentic OCR as a loop that follows document layout, routes difficult elements to suitable models, and checks and corrects output over multiple passes. The company says its head of open source, Logan Markewich, wrote a breakdown that also covers where the approach still struggles.
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