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  > [!Note]
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  > The **Callisto-OCR3-2B-Instruct** model is a fine-tuned version of *Qwen2-VL-2B-Instruct*, specifically optimized for *messy handwriting recognition*, *Optical Character Recognition (OCR)*, *English language understanding*, and *math problem solving with LaTeX formatting*. This model integrates a conversational approach with visual and textual understanding to handle multi-modal tasks effectively.
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  #### Key Enhancements:
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  * **SoTA understanding of images of various resolution & ratio**: Callisto-OCR3 achieves state-of-the-art performance on visual understanding benchmarks, including MathVista, DocVQA, RealWorldQA, MTVQA, etc.
 
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  > [!Note]
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  > The **Callisto-OCR3-2B-Instruct** model is a fine-tuned version of *Qwen2-VL-2B-Instruct*, specifically optimized for *messy handwriting recognition*, *Optical Character Recognition (OCR)*, *English language understanding*, and *math problem solving with LaTeX formatting*. This model integrates a conversational approach with visual and textual understanding to handle multi-modal tasks effectively.
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+ [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://huggingface.co/prithivMLmods/Callisto-OCR3-2B-Instruct/blob/main/Callisto-OCR3-2B-Instruct-Demo/Callisto_OCR3_2B_Instruct.ipynb)
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  #### Key Enhancements:
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  * **SoTA understanding of images of various resolution & ratio**: Callisto-OCR3 achieves state-of-the-art performance on visual understanding benchmarks, including MathVista, DocVQA, RealWorldQA, MTVQA, etc.