The transferability is built on an auxiliary task and a conditional domain adversarial network to reduce domain distribution difference in the hidden spaces effectively in word level through syntactic relations.
the auxiliary task builds structural correspondences Submission Fine-grained opinion mining (Pang and Lee 2008; Liu 2011) aims to extract important information from opinionated texts.