In this paper, we aim to propose a domain adaptation method for document-level sentiment clas-sification based on our earlier joint model (Yu and Jiang, 2016).
instead of predicting the occurrence of pivot words as in previous work (Blitzer et al., 2007;Yu and Jiang, 2016), we introduce a new auxiliary task based on sentiment scores of pivot words.