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DNA-binding protein (DBP) and RNA-binding protein (RBP) are playing crucial roles in gene expression. Accurate identification of them is of great significance, and accurately computational predictors are highly required. In previous studies, DBP recognition and RBP recognition were treated as two separate tasks. Because the functional and structural similarities between DBPs and RBPs are high, the DBP predictors tend to predict RBPs as DBPs, while the RBP predictors tend to predict the DBPs as the RBPs, leading to high cross-prediction r