PaperAgent
PaperAgent
Jan 27, 2026 · Artificial Intelligence

How DeepSeek-OCR 2’s Dual-Flow Attention Redefines Document Understanding

DeepSeek-OCR 2 introduces a novel dual‑stream (bidirectional + causal) attention architecture that replaces fixed raster scanning, leverages a Qwen2‑0.5B encoder, and achieves state‑of‑the‑art accuracy on OmniDocBench while reducing token budget and improving reading‑order consistency.

DeepEncoderDeepSeekDocument Understanding
0 likes · 8 min read
How DeepSeek-OCR 2’s Dual-Flow Attention Redefines Document Understanding
HyperAI Super Neural
HyperAI Super Neural
Nov 11, 2025 · Artificial Intelligence

How Deepseek-OCR Achieves SOTA Using Ultra‑Low Visual Token Counts

Deepseek-OCR leverages a visual‑compression approach, combining DeepEncoder and the DeepSeek3B‑MoE‑A570M decoder, to represent document text with far fewer visual tokens, achieving up to 97% OCR accuracy and surpassing GOT‑OCR2.0 and MinerU2.0 on OmniDocBench, while the article offers a one‑click deployment tutorial.

DeepEncoderDeepSeek-OCRLLM
0 likes · 6 min read
How Deepseek-OCR Achieves SOTA Using Ultra‑Low Visual Token Counts