Abstract We investigate how neural language models acquire individual words during training, extracting learning curves and ages of acquisition for over 600 on the MacArthur-Bates Communicative Development Inventory (Fenson et al., 2007). Drawing studies word in children, we evaluate multiple predictors words’ LSTMs, BERT, GPT-2. find that effects concreteness, length, lexical class are pointed...