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.