We showcase TODAY, a semanticsenhanced task-oriented dialogue translation system, whose novelties are: (i) taskoriented named entity (NE) definition and
a hybrid strategy for NE recognition and
translation; and (ii) a novel grounded semantic method for dialogue understanding
and task-order management. TODAY is a
case-study demo which can efficiently and
accurately assist customers and agents in
different languages to reach an agreement
in a dialogue for the hotel booking.