Results As shown in Table 5, aspect-level and frame-level models consistently outperform all three baselines -MAJORITY, 3-NN, GRAPH PROP in the development set across the different types of relationships.
the improved F1 scores show that these models are able to perform better across all three classes of labels even in the most skewed cases.