Despite the technical similarity, this work is motivated differently and is set to achieve a different goal:<cite> Ning et al. (2017)</cite> tried to enforce the transitivity structure, while the current work attempts to use imperfect signals (e.g., partially annotated) taken from additional data, and learn in the incidental supervision framework.