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README.md

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 > **Paper Circle: An Open-source Multi-agent Research Discovery and Analysis Framework**
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 > <sup>1</sup> Mohamed bin Zayed University of Artificial Intelligence &nbsp; <sup>2</sup> AWS Generative AI Innovation Center, Amazon Web Services
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-> [[arXiv]](https://arxiv.org/abs/2604.06170) &nbsp; [[Live Demo]](https://papercircle.vercel.app) &nbsp; [[Benchmark]](https://huggingface.co/spaces/ItsMaxNorm/pc-bench)
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+> [[Github]](https://github.com/MAXNORM8650/papercircle) &nbsp; [[arXiv]](https://arxiv.org/abs/2604.06170) &nbsp; [[Live Demo]](https://papercircle.vercel.app) &nbsp; [[Benchmark]](https://huggingface.co/spaces/ItsMaxNorm/pc-bench)
 
-## Architecture
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-<p align="center">
-  <img src="assets/paperdig/main_arc.png" alt="PaperCircle Architecture" width="100%"/>
-</p>
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-## Results
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-<p align="center">
-  <img src="assets/paperdig/output_results_qualitative.png" alt="PaperCircle Qualitative Results" width="100%"/>
-</p>
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-Qualitative output of the Paper Mind Graph module: **(A)** Interactive mind map flowchart extracted from a paper, **(B)** Extracted concepts with descriptions and page references, **(C)** Natural language Q&A over paper content with figure references, **(D)** Detailed method and component descriptions, **(E)** Tab navigation across Flowchart, Concepts, Methods, Experiments, and Interactive Graph views.
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 ## Features