AITowards Data Scienceabout 15 hours ago
Adaptive Parsing with LLM Escalation Cascade
1 min read
A pipeline starts with PyMuPDF at 5ms per page and escalates to Azure or a vision LLM only when checks fail. Two real walkthroughs show a flat table re-parsed with Azure and a figure sent to a vision model. The LLM's self-evaluation at generation flags parses that deterministic checks miss.
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