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#computer vision Preprint Sep 2026

On the Design Fundamentals of Pixel Text Representation Learning

This work investigates the fundamental design principles required for robust visual text representation learning and trains Pixel Linguist II, a native-resolution vision encoder trained with on-the-fly rendering, unified contrastive grounding, and a multilingual curriculum over 280M training examples.

Chaohao Yuan, Rui-Feng Yuan, Zhuoxu Huang et al. · 0 citations

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