More (2016) combines CRF and structured perceptron with a curated normalization scheme to predict values, and Xu et al. (2019) regard attributes as queries and adopt BIO tags for any attributes, making it applicable for the large-scaled attribute system.
our experimental results show that the model of Xu et al. (2019) may be insufficient to identify which attribute a value corresponds to.