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Speech Recognition in Adverse Conditions

Word learning under adverse listening conditions: Context-specific recognition

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Pages 1021-1038 | Received 11 Oct 2010, Accepted 06 Jun 2011, Published online: 18 Nov 2011
 

Abstract

Previous studies of word learning have presented the items to listeners under ideal conditions. Here we ask how listeners learn new vocabulary items under adverse listening conditions. Would listeners form acoustically-specific representations that incorporated the noise, base their representations on noise-free language knowledge, or both? To address these questions, listeners learned 16 words as labels for unfamiliar shapes presented on a computer display. During the learning phase, word-shape pairings were presented with either clear or white-noise-embedded tokens. For each word (e.g. dabo), another word shared consonants (e.g. dubei) and a third shared vowels (e.g. gapo). Learning was assessed in a 4AFC picture-selection task. The highest accuracy and speed were achieved by listeners who experienced the same noise level at exposure and test (both clear or both noisy), suggesting that listeners' representations of noisy words were faithful to the spectral context experienced during the learning phase. Implications for word learning and recognition across a variety of listening conditions are discussed.

Acknowledgments

This work was supported by NIH grant DC 005071 to MKT and RNA, a Packard grant 2001-17783 to RNA, and an NSF graduate research fellowship to SCC.

Notes

1As an important aside, these consonant-vowel differences in cue weighting may apply primarily to syllable-onset consonants rather than coda consonants. Coda consonants are rarer crosslinguistically, and more subject to misidentification (Redford & Diehl, 1999) and recognition failure (Creel & Dahan, Citation2010). Further, Creel et al. (Citation2006) found that words sharing vowels were more confusable than words sharing coda consonants.

2We thank Arthur Samuel for pointing out this alternative.

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