Before revision:  We, to tackle this problem, introduce a framework , that creates synthetic task-oriented dialogues in a fully automatic manner, which operates with input sizes of as small as a few dialogues .
After revision:  We, to tackle this problem, introduce a framework , that creates synthetic task-oriented dialogues , operating with as few as 5 shots .