As shown in Figure 2(b), The second strand of work (Wen et al., 2018; Qin et al., 2019b) trains model separately for each domain, which can better capture domain-specific features
those methods ignore shared knowledge between different domains (e.g. the location word exists in both schedule domain and navigation domain)