We hypothesize the following reasons for this: (a) human responses were crowd-sourced, which could have resulted in some noisy annotations; (b) our gold object-based features closely resembles the information used for data-generation as described in<cite> Shekhar et al. (2017b)</cite> for the foil noun dataset.