Before revision:  While prior work focuses primarily on extractive rationales (a subset of the input elements ), we investigate their less-studied counterpart: free-text natural language rationales.
After revision:  While prior work focuses primarily on extractive rationales (a subset of the input words ), we investigate their less-studied counterpart: free-text natural language rationales.