Update README.md

README.md

@@ -7,7 +7,7 @@ pipeline_tag: object-detection
 
 # Architect (YOLOv8m)
 
-`Architect` is a fine-tuned YOLOv8m model for **architectural symbol spotting** in rasterized floor plans and CAD drawings. Developed as part of the `Arch-Intelli-RAG` project, it empowers multimodal systems to understand structured architectural content.
+`Architect` is a fine-tuned YOLOv8m model for **architectural symbol spotting** in rasterized floor plans and CAD drawings. Developed as part of the `Architecture-RAG` project, it empowers multimodal systems to understand structured architectural content.
 
 ## Model Summary
 
@@ -110,16 +110,15 @@ Training and validation curves are available in the results.png generated during
 ---
 
 ## 📚 Citation
-
-If you use this model or dataset, please cite the original FloorPlanCAD paper:
-
+```bibtex
 @InProceedings{Fan_2021_ICCV,
-  author = {Fan, Zhiwen and Zhu, Lingjie and Li, Honghua and Zhu, Siyu and Tan, Ping},
-  title = {FloorPlanCAD: A Large-Scale CAD Drawing Dataset for Panoptic Symbol},
+  author    = {Fan, Zhiwen and Zhu, Lingjie and Li, Honghua and Zhu, Siyu and Tan, Ping},
+  title     = {FloorPlanCAD: A Large-Scale CAD Drawing Dataset for Panoptic Symbol},
   booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
-  month = {October},
-  year = {2021}
+  month     = {October},
+  year      = {2021}
 }
+```
 
 ## 👤 Creator