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Cross-talker generalization in the perception of nonnative speech: A large-scale replication
Xin Xie1, Linda Liu1, T Florian Jaeger1
1Department of Brain and Cognitive Sciences.
Cross-talker generalization in speech perception is possible even with single-talker exposure, challenging previous findings. Similarity-based inferences explain generalization, suggesting exposure variability is not strictly necessary.
Area of Science:
- Cognitive Science
- Auditory Perception
- Speech Processing
Background:
- Speech perception relies on generalizing across different talkers.
- Previous research suggested exposure variability is crucial for cross-talker generalization.
- Bradlow & Bent (2008) found generalization only after multi-talker exposure.
Purpose of the Study:
- To replicate and investigate the role of exposure variability in cross-talker generalization in speech perception.
- To determine if single-talker exposure can elicit cross-talker generalization.
- To explore the mechanisms underlying cross-talker generalization.
Main Methods:
- Two large-scale speech perception experiments (N=640) with 20 exposure-test talker combinations.
- Bayesian data analysis, including meta-analyses and replication tests.
- Open science practices: data, stimuli, and code shared via OSF.
Main Results:
- Cross-talker generalization was observed after both multi-talker and single-talker exposure.
- Generalization varied depending on the specific talker combinations.
- Exposure variability is not necessary, but may indirectly influence generalization.
Conclusions:
- Single-talker exposure can lead to effective cross-talker generalization in speech perception.
- Similarity-based inferences provide a unifying explanation for generalization findings.
- Rethinking the necessity of exposure variability for learning and generalization in speech perception.
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