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Inspired by the above challenges, in this paper, we propose a Contrastive Zero-Shot Learning with Adversarial Attack (CZSL-Adv) method for the cross-domain slot filling. background slot online To leverage auxiliary slot. idn magic slot The work was done when the first author was an intern at Tencent AI Lab Weiran Xu is the corresponding author