Distributional Modeling on a Diet: One-shot Word Learning from Text Only

Su Wang, Stephen Roller, Katrin Erk

We test whether distributional models can do one-shot learning of definitional properties from text only. Using Bayesian models, we find that first learning overarching structure i…