Update README.md

README.md

@@ -110,7 +110,7 @@ print(f"Estimated price: ${price_text}")
 
 - Precision: bf16 mixed precision
 
-- Batch size: 32 sequences
+- Batch size: 1 sequence
 
 - Learning rate: 1e-5 with linear warmup (10% of total steps)
 
@@ -143,7 +143,7 @@ This performance is competitive for rapid prototyping in price-sensitive applica
 
 - Hardware: Tesla T4
 
-- Duration: 2 hours(0.06 epochs)
+- Duration: 2 hours(0.06 epoch)
 
 - Cloud provider: Google Cloud, region US-Central
 
@@ -171,7 +171,7 @@ This performance is competitive for rapid prototyping in price-sensitive applica
 
 
 ## Citation
-@misc{Recompense2025MidasPric,
+{@misc{Recompense2025MidasPric,
            {Midas-Pricer: Price Prediction for Amazon Appliances},
   author         =Recompense},
   year           = {2025},