Late talkers (LTs) exhibit delayed vocabulary development, which might stem from a lack of a shape bias. We investigated whether LTs can learn to generalise object labels by shape and whether this accelerates vocabulary learning. Fourteen LTs were randomly allocated to either a shape training group (Mage = 33.14 months, 6 male, 1 female), which was taught that objects similar in shape have the same name, or a control group (Mage = 31.42 months, 4 male, 3 female), which was taught specific words. After seven training sessions, children in the shape training group generalised trained labels by shape (d = 1.28), but not unfamiliar labels. Children in the control group extended all labels randomly. Training did not affect expressive vocabulary.