English speaking learners were exposed to a novel phonological metathesis pattern.

Learners exposed to a pattern that impaired syllable structure generalized broadly.

Learners exposed to a pattern that improved syllable structure generalized narrowly.

Results support a theory of substantively biased learning.

Language users make use of perceptual and cognitive constraints when learning novel phonological patterns.