Update README.md

README.md

@@ -189,7 +189,7 @@ Custom weighted loss function applied with the following weights:
 
 #### Speeds, Sizes, Times
 
-- **Training time:** ~20-30 minutes (with GPU acceleration)
+- **Training time:** ~0.33-0.5 hours (with GPU acceleration)
 - **Model size:** Base model + LoRA adapter (~550MB total)
 - **Throughput:** Varies by hardware; optimized for GPU inference
 
@@ -268,7 +268,7 @@ If you use this model, please cite:
 
 ```bibtex
 @misc{arabic-ner-lora,
-  author = {[Diaa Eldin Essam Zaki]},
+  author = {Diaa Eldin Essam Zaki},
   title = {Arabic Named Entity Recognition with LoRA Fine-tuning},
   year = {2025},
   publisher = {HuggingFace},