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README.md

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-short_description: 'RaDeR: reasoning based dense retrievers and reranker'
+short_description: 'RaDeR: Reasoning-aware Dense Retrieval Models'
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+Paper: **RaDeR: Reasoning-aware Dense Retrieval Models**
+
 [RaDeR](https://arxiv.org/abs/2505.18405) are a series of reasoning based dense retrievers and rerankers, trained using data derived from mathematical problem solving using large language models.  
 
 Github Link: https://github.com/Debrup-61/RaDeR. 
 
-**Work from Center of Intelligent Information Retrieval (CIIR), UMass Amherst.**  
+**Work from Center of Intelligent Information Retrieval (CIIR), UMass Amherst.**