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11 changes: 6 additions & 5 deletions README.md
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Expand Up @@ -444,13 +444,14 @@ Full results, data, and the runner are in the [benchmark repo](https://github.co

PageIndex reached a state-of-the-art [**98.7% accuracy**](https://vectify.ai/blog/Mafin2.5) on [FinanceBench](https://arxiv.org/abs/2311.11944) (financial document QA benchmark), vastly outperforming vector-based RAG.

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<img src="https://github.com/user-attachments/assets/571aa074-d803-43c7-80c4-a04254b782a3" width="70%">
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<a href="https://github.com/VectifyAI/Mafin2.5-FinanceBench">
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<source media="(prefers-color-scheme: dark)" srcset="assets/financebench-dark.png">
<img src="assets/financebench-light.png" width="70%" alt="FinanceBench accuracy: PageIndex 98.7%, vector RAG 50%.">
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Explore the full FinanceBench [evaluation results](https://github.com/VectifyAI/Mafin2.5-FinanceBench) and the [blog post](https://vectify.ai/blog/Mafin2.5).

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