More recent work relaxes the Markovian assumption of CRFs to capture phrase-level interactions, significantly improving upon the token-level labeling approach (Yang and Cardie, 2012).
yang and Cardie (2013) propose a joint inference model to jointly detect opinion expressions, opinion holders and targets, as well as the relations among them, outperforming previous pipelined approaches.