how to construct the datasets?

Hi, your work is really amazing. May I ask how you contruct your dataset from the original ones or could you tell me where you get the original dataset and then how to make it into the current dataset format?

Specifically, I hope to get the raw node text attribute instead of BoW.

Thank you sooo much for your reply. 
:)