Before revision:  Experiments on two real-world datasets show that the proposed framework brings consistent improvement to the baseline systems , regardless of the model architectures or zero-shot learning strategies .
After revision:  Experiments on two real-world datasets show that CTIR brings considerable improvement to the baseline systems , regardless of the model architectures or zero-shot learning strategies .