They modelled the latent sentiment scope based on CRF with latent variables, and achieved the best performance among all the existing works.
the difference between EI and SA-CRF is that our model EI captures flexible explicit structures in the output space  table 3: Results on subjectivity as well as non-neutral sentiment analysis on the Spanish dataset.