NuExtract3 is a unified 4B vision-language reasoning model for document understanding.

It combines strong structured information extraction with high-quality image-to-Markdown conversion, making it suitable for extraction pipelines, OCR, and RAG preprocessing for all types of documents such as scans, receipts, forms, invoices, contracts or tables.

Overview

• Structured extraction: input (text/images) + JSON template + instructions --> JSON output
• Markdown conversion: input (text/images) --> Markdown
• Multimodal inputs: text, images, or text + images.
• Multilingual documents.
• Reasoning and non-reasoning inference modes.
• Template generation for structured extraction from natural language or input document.

GGUF, NVFP4, MLX, VLLM, etc., already there

https://huggingface.co/models?other=base_model:quantized:numind/NuExtract3