The KV-MemNNs have been shown to support shallow reasoning in domain-specific knowledge based question answering (KB-QA) tasks such as MovieQA [Tapaswi et al., 2016].
when applied to a more challenging scenario, e.g., open domain KB-QA, the KV-MemNNs models do not perform as well as expected, possibly due to two reasons.