A successful partial-input baseline indicates that a dataset contains artifacts which make it easier than expected.
examples where this baseline fails are "hard" (Gururangan et al., 2018), and the failure of partial-input baselines is considered a verdict of a dataset's difficulty (Zellers et al., 2018;Kaushik and Lipton, 2018).