DeepSeek-OCR explores the innovative approach of compressing long text contexts into visual tokens to overcome computational challenges in Large Language Models. This vision-language model, featuring a novel DeepEncoder and DeepSeek3B-MoE decoder, demonstrates impressive OCR precision with significant compression ratios and state-of-the-art performance on document parsing benchmarks.