Testing suprasegmental English through parroting

Joseph Tepperman, Theban Stanley, Kadri Hacıoğlu, Bryan L. Pellom · 2010

Parroting exercises in a foreign language are designed to make a student's speech more native-like through imitation of specific native speech templates.In this paper we describe novel template-based methods for automatically estimating subjective scores for both intonation and rhythm in nonnative English.In terms of accuracy when automatically classifying a parroting speaker as a native or a learner, experimental results show that these new rhythm and intonation scores outperform similar baselines from nonnative speech assessment literature, and that they offer complementary discriminatory information when combined with automatic segment-level pronunciation scores, reaching a maximum classification accuracy of 89.8% on a corpus of parroting exercises.This suggests the general usefulness of these new scores in automatically assessing nonnative pronunciation in a computer-assisted pronunciation practice scenario.

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