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@@ -248,10 +248,10 @@ Full inference scripts, dataset setup, FAISS index downloads, and evaluation ins
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  ## Citation
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  ```bibtex
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- @article{compagnoni2025reag,
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- title={ReAG: Reasoning-Augmented Generation for Knowledge-based Visual Question Answering},
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  author={Compagnoni, Alberto and Morini, Marco and Sarto, Sara and Cocchi, Federico and Caffagni, Davide and Cornia, Marcella and Baraldi, Lorenzo and Cucchiara, Rita},
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- journal={arXiv preprint arXiv:2511.22715},
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- year={2025}
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  }
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  ```
 
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  ## Citation
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  ```bibtex
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+ @inproceedings{compagnoni2026reag,
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+ title={{ReAG: Reasoning-Augmented Generation for Knowledge-based Visual Question Answering}},
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  author={Compagnoni, Alberto and Morini, Marco and Sarto, Sara and Cocchi, Federico and Caffagni, Davide and Cornia, Marcella and Baraldi, Lorenzo and Cucchiara, Rita},
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+ booktitle={Proceedings of the IEEE/CVF Computer Vision and Pattern Recognition Conference},
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+ year={2026}
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  }
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  ```