According to the comparison in (Reimers and Gurevych, 2017), using a CRF instead of a softmax classifier as the last layer can obtain a performance increase for tasks with a high dependency between tags.
the former task is to extract aspects of a product or service from an opinion document, and the latter is to identify the polarity expressed in the document about these extracted aspects.