OCR is like reading a page exactly as it is, and that strictness makes it perfect for fast, parallel generation.
This paper shows a simple, repeatable way to teach general Vision-Language Models (VLMs) to understand e-commerce items much better without forgetting their general skills.
The paper fixes a common problem in AI: models can read pictures and text well, but they often mess up the logic behind them.
Kimi K2.5 is a new open-source AI that can read both text and visuals (images and videos) and act like a team of helpers to finish big tasks faster.