Doubleword

    This model was retired on 30 October 2026 and no longer accepts API requests. Recommended replacement: LightOnOCR 2 1B bbox soup.

    OCR
    Vision-Language
    GRPO RL
    Open Weights

    olmOCR-2-7B
    Retired

    Fine-tuned from Qwen2.5-VL-7B with GRPO RL training for superior math equation, table, and document OCR performance.

    Provider

    Ai2

    Allen Institute for AI

    Context Window

    16K

    Tokens

    Type

    Generation

    OCR

    Released

    Oct 2025

    About

    RL-Enhanced Document OCR

    olmOCR-2-7B is a release of the olmOCR model fine-tuned from Qwen2.5-VL-7B-Instruct using the olmOCR-mix-1025 dataset. It has been additionally fine-tuned using GRPO RL training to boost its performance at math equations, tables, and other tricky OCR cases. The model outputs natural-reading plain text with LaTeX for equations and HTML for tables.

    Use Cases

    Built for document intelligence

    Natural Document Reading

    Returns plain text as if reading the document naturally — ideal for search, summarization, and content extraction pipelines.

    Math & Table Extraction

    Fine-tuned with GRPO RL training to excel at math equations, complex tables, and other tricky OCR edge cases.

    Figure & Chart Detection

    Automatically labels figures and charts with descriptive alt text and bounding coordinates for downstream processing.