diff --git a/README.md b/README.md
index 315ca05..12a37a4 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@ tags:
 - **Shared by [Optional]:** More information needed
 - **Model type:** Question Answering 
 - **Language(s) (NLP):** en
-- **License:** More information needed
+- **License:** MIT
 - **Related Models:**
   - **Parent Model:** RoBERTa 
 - **Resources for more information:** 
@@ -57,14 +57,17 @@ Users (both direct and downstream) should be made aware of the risks, biases and
  
  
 # Training Details
+
+Read: [An Open Source Contractual Language Understanding Application Using Machine Learning](https://aclanthology.org/2022.lateraisse-1.6/) 
+for detailed information on training procedure, dataset preprocessing and evaluation.
  
 ## Training Data
  
 See [CUAD dataset card](https://huggingface.co/datasets/cuad) for more information.
  
 ## Training Procedure
- 
- 
+
+
 ### Preprocessing
  
 More information needed
@@ -119,10 +122,11 @@ More information needed
  
 ### Hardware
  
-More information needed
+Used V100/P100 from Google Colab Pro
  
 ### Software
-More information needed
+
+Python, Transformers
  
 # Citation