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Improving non-native mispronunciation detection and enriching diagnostic feedback with DNN-based speech attribute modeling
We propose the use of speech attributes, such as voicing and aspiration, to address two key
research issues in computer assisted pronunciation training (CAPT) for L2 learners, namely …
research issues in computer assisted pronunciation training (CAPT) for L2 learners, namely …
[PDF][PDF] Improving Mispronunciation Detection for Non-Native Learners with Multisource Information and LSTM-Based Deep Models.
In this paper, we utilize manner and place of articulation features and deep neural network
models (DNNs) with long short-term memory (LSTM) to improve the detection performance …
models (DNNs) with long short-term memory (LSTM) to improve the detection performance …
Improving mispronunciation detection of mandarin tones for non-native learners with soft-target tone labels and BLSTM-based deep tone models
We investigate the effectiveness of soft-target tone labels and sequential context information
for mispronunciation detection of Mandarin lexical tones pronounced by second language …
for mispronunciation detection of Mandarin lexical tones pronounced by second language …
Improving mandarin tone recognition based on dnn by combining acoustic and articulatory features using extended recognition networks
In this paper, we investigate the effectiveness of articulatory information for Mandarin tone
modeling and recognition in a deep neural network–hidden Markov model (DNN-HMM) …
modeling and recognition in a deep neural network–hidden Markov model (DNN-HMM) …
[PDF][PDF] Detecting Mispronunciations of L2 Learners and Providing Corrective Feedback Using Knowledge-Guided and Data-Driven Decision Trees.
We propose a novel decision tree based framework to detect phonetic mispronunciations
produced by L2 learners caused by using inaccurate speech attributes, such as manner and …
produced by L2 learners caused by using inaccurate speech attributes, such as manner and …
Articulatory modeling for pronunciation error detection without non-native training data based on DNN transfer learning
R Duan, T Kawahara, M Dantsuji… - … on Information and …, 2017 - search.ieice.org
Aiming at detecting pronunciation errors produced by second language learners and
providing corrective feedbacks related with articulation, we address effective articulatory …
providing corrective feedbacks related with articulation, we address effective articulatory …
A study on landmark detection based on CTC and its application to pronunciation error detection
C Niu, J Zhang, X Yang, Y **e - 2017 Asia-Pacific Signal and …, 2017 - ieeexplore.ieee.org
Acoustic features extracted in the vicinity of landmarks have demonstrated their usefulness
for detecting mispronunciation in our recent work [1, 2]. Traditional approaches of detecting …
for detecting mispronunciation in our recent work [1, 2]. Traditional approaches of detecting …
[PDF][PDF] Improving Mandarin Tone Recognition Using Convolutional Bidirectional Long Short-Term Memory with Attention.
L Yang, Y **e, J Zhang - Interspeech, 2018 - isca-archive.org
Automatic tone recognition is useful for Mandarin spoken language processing. However,
the complex F0 variations from the tone co-articulations and the interplay effects among …
the complex F0 variations from the tone co-articulations and the interplay effects among …
Improving mandarin tone mispronunciation detection for non-native learners with soft-target tone labels and blstm-based deep models
We propose three techniques to improve mispronunciation detection of Mandarin tones of
second language (L2) learners using tone-based extended recognition network (ERN). First …
second language (L2) learners using tone-based extended recognition network (ERN). First …
[PDF][PDF] Automatic Pronunciation Evaluation of Non-Native Mandarin Tone by Using Multi-Level Confidence Measures.
J Lin, Y **e, J Zhang - Interspeech, 2016 - researchgate.net
Automatic evaluation of tonal production plays an important role in a tonal language
Computer-Assisted Pronunciation Training (CAPT) system. In this paper, we propose an …
Computer-Assisted Pronunciation Training (CAPT) system. In this paper, we propose an …