Update README.md

README.md

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 # Synthesis Condition Predictor
 
 This model predicts optimal temperature bins and atmosphere categories for inorganic material synthesis.
-It was trained on a dataset of text-mined synthesis procedures. Here is the source of the dataset: https://figshare.com/articles/dataset/Dataset_of_Solution-based_Inorganic_Materials_Synthesis_Recipes_Extracted_from_the_Scientific_Literature/16583387/4?file=33946565
+It was trained on a dataset of text-mined synthesis procedures. Here is the source of the dataset: https://www.nature.com/articles/s41597-019-0224-1
 
 **Models Included:**
 * Temperature Bin Prediction (LightGBM)
@@ -60,9 +60,8 @@ Input a target material, precursors, and basic operational details to get predic
 * The feature engineering for process parameters in the inference script relies on the user providing an `operations_simplified_list` that can be parsed by the internal logic. The quality of these inputs directly affects prediction accuracy.
 
 **Training Data:**
-The model was trained on a proprietary dataset of text-mined inorganic synthesis procedures.
-https://figshare.com/articles/dataset/Dataset_of_Solution-based_Inorganic_Materials_Synthesis_Recipes_Extracted_from_the_Scientific_Literature/16583387/4?file=33946565
-
+The model was trained on a proprietary dataset of text-mined inorganic synthesis procedures. (Kononova et al.)
+https://www.nature.com/articles/s41597-019-0224-1
 
 **Evaluation Results:**
-()
+(soon)