10th Annual Conference of the International Speech Communication Association

Brighton, United Kingdom
September 6-10, 2009

Model-Based Automatic Evaluation of L2 Learner'S English Timing

Chatchawarn Hansakunbuntheung (1), Hiroaki Kato (2), Yoshinori Sagisaka (1)

(1) Waseda University, Japan
(2) NICT, Japan

This paper proposes a method to automatically measure the timing characteristics of a second-language learnerís speech as a means to evaluate language proficiency in speech production. We used the durational differences from native speakersí speech as an objective measure to evaluate the learnerís timing characteristics. To provide flexible evaluation without the need to collect any additional English reference speech, we employed predicted segmental durations using a statistical duration model instead of measured raw durations of nativesí speech. The proposed evaluation method was tested using English speech data uttered by Thai-native learners with different English-study experiences. An evaluation experiment shows that the proposed measure based on duration differences closely correlates to the subjectsí Englishstudy experiences. Moreover, segmental duration differences revealed Thai learnersí speech-control characteristics in word-final stress assignment. These results support the effectiveness of the proposed model-based objective evaluation.

Full Paper

Bibliographic reference.  Hansakunbuntheung, Chatchawarn / Kato, Hiroaki / Sagisaka, Yoshinori (2009): "Model-based automatic evaluation of L2 learner's English timing", In INTERSPEECH-2009, 2871-2874.