... pages 432–439,Prague, Czech Republic, June 2007.c2007 Association for Computational LinguisticsStructured Models for Fine- to-Coarse Sentiment AnalysisRyan McDonald∗Kerry Hannan Tyler Neylon ... possible to run a constrained forward-backward algorithm and learn the parameters for CRFs as well.2.1.2 Feature SpaceIn this section we define the feature representa-tion for each clique, f(yd, ... whichhelped improve performance.2.2 Beyond Two-Level ModelsTo this point, we have focused solely on a model for two-level fine-to-coarse sentiment analysis not only for simplicity, but because...