Two-pass doc pattern: 12,013 SEC pages skimmed in 32s, VLM OCR on just 2

dl_weekly · x · 2026-09-21

DL Weekly highlights a two-pass document processing pattern: a cheap first pass skimmed 84 SEC filings (12,013 pages) in 32 seconds, then expensive VLM OCR ran on only two selected pages.

The core idea is using a low-cost scan to locate the few pages that need deep visual understanding, minimizing costly vision model calls while keeping speed.

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