Update README.md

README.md

@@ -10,12 +10,8 @@ size_categories:
 - 10K<n<100K
 dataset_summary: >-
   AggregatorAdvisor identifies molecules that are known to aggregate or may aggregate in biochemical assays.
-  The approach is based on the chemical similarity to known aggregators, and physical properties.
-  
-  The train and test datasets uploaded to our Hugging Face repository have been sanitized and split from the original dataset, which contains 12645 compounds.
-  If you want to try these processes with the original dataset, please follow the instructions in the 
-  [Processing Script.py](https://huggingface.co/datasets/maomlab/AggregatorAdvisor/blob/main/Preprocessing%20Script.py) file located in the AggregatorAdvisor.
-  [Processing Script.py](https://huggingface.co/datasets/maomlab/HematoxLong2023/blob/main/Processing%20Script.py)
+  The approach is based on the chemical similarity to known aggregators, and physical properties.\
+  The train and test datasets were created after sanitizing and splitting the original dataset in the paper below.
 citation: >-
   @article 
     {Irwin2015, title = {An Aggregation Advisor for Ligand Discovery},
@@ -63,6 +59,8 @@ dataset_info:
 ---
 
 # Aggregator Advisor 
+The train and test datasets uploaded to our Hugging Face repository have been sanitized and split from the original dataset, which contains 12645 compounds.
+If you want to try these processes with the original dataset, please follow the instructions in the [Processing Script.py](https://huggingface.co/datasets/maomlab/AggregatorAdvisor/blob/main/Preprocessing%20Script.py) file located in the AggregatorAdvisor.
 
 
 ## Quickstart Usage