Speech is incredibly variable, yet listeners have little difficulty adapting to new talkers. One proposed mechanism for how listeners rapidly map novel variants to established categories is perceptual learning. This study is a web replication of our previous work, which implements a version of perceptual learning that leverages lexical knowledge to retune phonetic categories [Norris et al., Cogn. Psychol. 47, 2014 (2003)]—here, Cantonese [f]. Embedded in a lexical decision task, Cantonese-English bilingual participants heard words where [f] was expected (e.g., 豆腐 dau6fu6 “tofu”), but replaced with an ambiguous [f]-[s] sound. Participants then categorized tokens from ambiguous nonword-nonword continua. Lab participants in the experimental condition successfully retuned Cantonese [f], compared to controls. Replicating this finding online demonstrates the viability of the paradigm outside the lab for this population, and provides precedent for future work. By recruiting from the same population as our lab study, we can more directly compare lab and web results than previous studies with Amazon’s Mechanical Turk. This provides a clearer picture of how the participants’ environments drive variability in online speech perception research.Speech is incredibly variable, yet listeners have little difficulty adapting to new talkers. One proposed mechanism for how listeners rapidly map novel variants to established categories is perceptual learning. This study is a web replication of our previous work, which implements a version of perceptual learning that leverages lexical knowledge to retune phonetic categories [Norris et al., Cogn. Psychol. 47, 2014 (2003)]—here, Cantonese [f]. Embedded in a lexical decision task, Cantonese-English bilingual participants heard words where [f] was expected (e.g., 豆腐 dau6fu6 “tofu”), but replaced with an ambiguous [f]-[s] sound. Participants then categorized tokens from ambiguous nonword-nonword continua. Lab participants in the experimental condition successfully retuned Cantonese [f], compared to controls. Replicating this finding online demonstrates the viability of the paradigm outside the lab for this population, and provides precedent for future work. By recruiting from the same population as our lab st...