You should not use shared preferences to store large data.
You can use SQLite to store articles if you need to change it (add, delete, update articles or it's content).
You can also use assets if you do not plan to make changes in your articles.
I suggest you to read "Store Data" article from android developers portal it will help you to determine which storage data technology better suits for your purposes.