Introducing Unlimited-OCR-2, built to parse entire documents in one request instead of page by page.
🤖 https://modelscope.ai/models/PaddlePaddle/Unlimited-OCR-2
🏆 SOTA for ultra-long documents: Reaches state-of-the-art results on both MPDocBench and the hundred-page MarathonDocBench.
📚 Parse across pages: Processes every page in one request, preserving cross-page context instead of treating pages as isolated images.
⚡ Built to scale: Sparse Reference Sliding Window Attention keeps per-step decoding latency and memory footprint nearly constant as documents grow.
🛠️ Ready to deploy: Supports native Transformers for quick tests and SGLang for serving.
📜 MIT License.