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NuMarkdown 8 B Thinking

By NuMind
NuMarkdown-8B-Thinking is NuMind’s first reasoning OCR VLM, trained specifically for document-to-Markdown conversion for RAG and retrieval systems. It generates internal reasoning tokens to analyze layout, headers, tables and footers, then outputs structured GitHub-flavored Markdown. Built by fine-tuning Qwen2.5-VL on synthetic Doc → Reasoning → Markdown data and an RL GRPO phase, it outperforms generic VLMs and dedicated OCR models on complex, multi-column and table-heavy documents.
New Text Gen 7
Released: December 23, 2025

Overview

NuMarkdown-8B-Thinking is a reasoning OCR vision-language model fine-tuned from Qwen2.5-VL to convert complex document images into clean Markdown, using intermediate “thinking” tokens to infer layout and tables before generating the final text

About NuMind

NuMind is an Artificial Intelligence company that enables software engineers, data scientists, and non-experts to effortlessly create advanced machine learning models utilizing LLMs for automated text processing.

Industry: Software Development
Company Size: 1-10
Location: Wilmington, Delaware, US
Website: numind.ai
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Last updated: January 26, 2026
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