Update README.md

README.md

@@ -2,9 +2,17 @@
 license: mit
 ---
 
-## ⚗️ ReTiNA-1: Automated Retention Time Prediction for LC-MS
+## ⚗️ ReTiNA-1: A Benchmark Dataset for LC-MS Retention Time Modeling
 
-ReTiNA-1 is an open-source dataset for training machine learning models to predict small molecule retention times in LC-MS workflows.
+ReTiNA-1 is a large open-source dataset for training machine learning models to predict small molecule retention times in LC-MS workflows.
+
+This dataset is actively expanding with new experimental retention time values from the Coley Research Group at MIT, ensuring it remains a growing resource for optical property prediction.
+
+ReTiNA-1 is designed for use in:
+
+- Estimating retention times for new compound–environment combinations
+- Aiding in peak assignment during LC-MS method development
+- Training ML models for retention time prediction under specific conditions
 
 ## 📈 The ReTiNA-1 Dataset
 
@@ -22,21 +30,21 @@ The ReTiNA-1 dataset contains:
 - The mobile phase flow rate, measured in mL/min
 - The column temperature, measured in degrees Celsius
 
-ReTiNA-1 is actively expanding with new experimental retention time values from the Coley Research Group at MIT, ensuring it remains a growing resource for optical property prediction.
+If you use this dataset in your research, please cite:
 
-This dataset is designed for use in:
+## Data Sources
 
-- Estimating retention times for new compound–environment combinations
-- Aiding in peak assignment during LC-MS method development
-- Training ML models for retention time prediction under specific conditions
+Detailed information on the data sources comprising ReTiNA-1 can be found in the data folder.
 
-If you use this dataset in your research, please cite:
+## Citation
+
+If you use this code in a project, please cite the following:
 
 ```
-@misc{yourname2025retina,
-title={ReTiNA-1: Retention Time Inference and Analysis Dataset},
-author={Leung, Nathan},
-year={2025},
-howpublished={\url{https://huggingface.co/datasets/natelgrw/ReTiNA-1}}
+@database{
+  title={ReTiNA-1: Retention Time Inference and Analysis Dataset},
+  author={Leung, Nathan},
+  year={2025},
+  howpublished={\url{https://huggingface.co/datasets/natelgrw/ReTiNA-1}}
 }
 ```