Readme updated

README.md

@@ -48,3 +48,24 @@ configs:
   - split: test
     path: data/test-*
 ---
+### 🔎 Details
+This is a C++ vulnerability detection dataset following realistic settings. For details, please check our study [Revisiting the Performance of Deep Learning-Based Vulnerability Detection on Realistic Datasets (Partha _et al._, 2024)](https://arxiv.org/abs/X.YZ) 
+
+The column names are self-describing. The most important two columns are,
+
+1. `target: int`: vulnerable to not.
+2. `code: str`: the code segment.
+
+
+
+## 📄 Citation Information
+
+```bibtex
+@article{partha2024tse,
+  Author = {Partha Chakraborty and Krishna Kanth Arumugam and Mahmoud Alfadel and Meiyappan Nagappan and Shane McIntosh},
+  Title = {Revisiting the Performance of Deep Learning-Based Vulnerability Detection on Realistic Datasets},
+  Year = {2024},
+  Journal = {IEEE Transactions on Software Engineering},
+  Pages = {To appear}
+}
+```