In this case, directly appending representation of pronouns does not provide extra useful information for making fine-grained predictions.
instead of using the concatenation operator, we propose to construct a stronger interaction between the mention and context with an attentionbased matching module, which has shown its effectiveness in recent natural language inference models (Mou et al., 2016;Chen et al., 2017).