Recently, an attention based system<cite> (Zhong et al., 2019)</cite> utilizing both documentlevel and entity-level information achieved stateof-the-art results on WIKIHOP data set, proving that techniques like co-attention and self-attention widely employed in single-document RC tasks are also useful in multi-document RC tasks.