Purpose: To identify effects of variability of visual input on development of conceptual representations of academic concepts for students with normal language (NL) and language-learning disabilities (LLD). Method: Students with NL (n=38) and LLD (n=11) participated in a computer-based training for introductory biology course concepts. Participants were trained on half the concepts under a low-variability condition and half under a high-variability condition. Participants completed a post-test in which they were asked to identify and rate the accuracy of novel and trained visual representations of the concepts. We performed separate repeated measures ANOVAs to examine the accuracy of identification and ratings. Results: Participants were equally accurate on trained and novel items in the high-variability condition, but were less accurate on novel items only in the low-variability condition. The LLD group showed the same pattern as the NL group; they were just less accurate. Conclusions: Results indicated that high-variability visual input may facilitate the acquisition of academic concepts in both NL and LLD college students. Specifically, it may be beneficial for generalization to novel representations of concepts. Implicit learning methods may be harnessed by college courses to provide students with basic conceptual knowledge when entering courses or beginning new units
