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If you're limited to open source models, that's very true. But for larger models and depending on your document needs, we're definitely seeing very high accuracy (95%-99%) for direct to json extraction (no markdown in between step) with our solution at https://doctly.ai.


In addition, gemini Pro 2.5 does really well with bounding boxes, but yeah not open source :(




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