Distributional models (DS: Turney and Pantel (2010); Clark (2012); Erk (2012)), and in particular neural network approaches (Bengio et al., 2003;Collobert et al., 2011;Huang et al., 2012;Mikolov et al., 2013), do not fare well in the absence of large corpora.
finally, human similarity responses are given for each probe with respect to the nonce.