Fix citation

README.md

@@ -258,11 +258,14 @@ We intend to continuously update this dataset, addressing this imbalance over ti
 
 Appropriate measures should be taken to weight the data to account for the dataset imbalance at training time. 
 
-## Citation [optional]
+## Citation 
 
 View the paper [here!](https://arxiv.org/abs/2511.05615)
 
-```@misc{hawks2025wahls4mlbenchmarksurrogatemodels,
+**BibTeX:**
+
+```bibtex
+@misc{hawks2025wahls4mlbenchmarksurrogatemodels,
       title={wa-hls4ml: A Benchmark and Surrogate Models for hls4ml Resource and Latency Estimation}, 
       author={Benjamin Hawks and Jason Weitz and Dmitri Demler and Karla Tame-Narvaez and Dennis Plotnikov and Mohammad Mehdi Rahimifar and Hamza Ezzaoui Rahali and Audrey C. Therrien and Donovan Sproule and Elham E Khoda and Keegan A. Smith and Russell Marroquin and Giuseppe Di Guglielmo and Nhan Tran and Javier Duarte and Vladimir Loncar},
       year={2025},
@@ -273,12 +276,6 @@ View the paper [here!](https://arxiv.org/abs/2511.05615)
 }
 ```
 
-**BibTeX:**
-
-[More Information Needed]
-
-**APA:**
-
 [More Information Needed]
 
 ## Dataset Card Authors