Presents model describing adult learning of morphosyntax in a novel language where frequency and regularity are factorially combined. Accuracy and latency data show frequency effects for both regular/irregular forms early in acquisition process; as learning progresses, frequency effect on regular items diminishes but remains for irregular items. Performance of a simple connectionist system shows close correspondence to human acquisition data. (Author/MSE)