Update README.md

README.md

@@ -20,7 +20,7 @@ A revolutionary open-source model for reranking Arabic long texts with exception
 
 ## Overview
 
-Mizan-Rerank-v1 is a leading open-source model based on the modernBERT architecture, specifically designed for reranking search results in Arabic texts. With only 149 million parameters, it offers a perfect balance between performance and efficiency, outperforming larger models while using significantly fewer resources.
+Mizan-Rerank-v1 is a leading open-source model based on the Transformer architecture, specifically designed for reranking search results in Arabic texts. With only 149 million parameters, it offers a perfect balance between performance and efficiency, outperforming larger models while using significantly fewer resources.
 
 ## Key Features
 
@@ -160,12 +160,12 @@ Mizan-Rerank-v1 opens new horizons for Arabic NLP applications:
 If you use Mizan-Rerank-v1 in your research, please cite:
 
 ```bibtex
-@software{Mizan_Rerank_v1_2023,
+@software{Mizan_Rerank_v1_2025,
   author = {Ali Aljiachi},
   title = {Mizan-Rerank-v1: A Revolutionary Arabic Text Reranking Model},
   year = {2025},
   publisher = {Hugging Face},
-  url = {https://huggingface.co/Mizan/Mizan-Rerank-v1}
+  url = {https://huggingface.co/Aljiachi/Mizan-Rerank-v1}
 }
 ```