As shown in Table 4, by learning the interactions between mention and entity representations, NTEL with mention-entity bilinear function outperforms the NTEL baseline system by 1.8% F1 on average.
the bilinear function results in considerable performance gains in recalls, with small compromise in precisions on the datasets.