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Across- and within-consonant errors for isolated syllables in noise
Journal of Speech, Language, and Hearing Research : JSLHR
|August 5, 2014
Summary
Speech recognition error rates decrease with signal-to-noise ratio (SNR), but token variability matters. Accounting for individual token differences improves speech test accuracy for listeners with hearing impairment.
Area of Science:
- Auditory Perception
- Speech Processing
- Psychoacoustics
Background:
- Speech recognition models often use average error rates.
- The articulation index predicts logarithmic decreases in average error with increased signal-to-noise ratio (SNR).
Purpose of the Study:
- Investigate if the log-linear relationship between error and SNR applies to individual consonants and tokens.
- Identify factors contributing to error rate differences across and within consonant categories.
Main Methods:
- Normal-hearing listeners identified consonant-vowel (CV) syllables.
- Stimuli from 16 consonants and 4 vowels by 14 talkers were presented at 6 SNRs.
Main Results:
- The log-linear relationship held across consonants but not at the token level.
- Across- and within-consonant variability explained most listener errors.
- Adjusting for token-level error thresholds explained 62% of response variability.
Conclusions:
- Speech recognition tests must account for token-level variability, not just averages.
- Understanding token-level differences in normal-hearing listeners can inform diagnostic tests for hearing-impaired individuals.
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