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Baidu's "Unlimited OCR" processes dozens of document pages in one pass by treating memory like human forgetting

Baidu just 3x'd OCR capacity. A modified attention mechanism processes 30+ pages where competitors max out at 10—and memory stays flat.

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The KeyNews take

Why it matters

Baidu's architectural breakthrough in attention mechanisms addresses a hard constraint in document AI, signaling a shift in how models manage context and memory trade-offs. This matters for enterprise document processing workflows and sets a new performance bar for the OCR benchmark.

The key facts

4 to know
  1. Baidu Unlimited OCR processes 30+ document pages in single pass (vs. previous 10-page limit)

  2. Modified attention mechanism maintains flat memory usage regardless of page count

  3. Top score on primary OCR benchmark

  4. Architecture treats memory like 'human forgetting' — selective retention mechanism

Go to the source

The Decoderthe-decoder.com

Publisher excerpt: Baidu's Unlimited OCR reads dozens of document pages in a single pass, where previous systems topped out at about ten. A modified attention mechanism keeps memory use flat no matter how many pages the model processes. It currently holds the top spot on the most important OCR benchmark.
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