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Effective pronunciation feedback is critical in second language (L2) learning, for which computer-assisted pronunciation training (CAPT) systems often encompass two key tasks: automatic pronunciation assessment (APA) and mispronunciation…

计算与语言 · 计算机科学 2025-07-28 Tzu-Hsuan Yang , Yue-Yang He , Berlin Chen

Automatic pronunciation assessment (APA) analyzes second-language (L2) learners' speech by providing fine-grained pronunciation feedback at various linguistic levels. Most existing efforts on APA typically adopt segmental-level features as…

计算与语言 · 计算机科学 2025-09-23 Jiun-Ting Li , Bi-Cheng Yan , Yi-Cheng Wang , Berlin Chen

As an indispensable ingredient of computer-assisted pronunciation training (CAPT), automatic pronunciation assessment (APA) plays a pivotal role in aiding self-directed language learners by providing multi-aspect and timely feedback.…

声音 · 计算机科学 2022-09-13 Fu-An Chao , Tien-Hong Lo , Tzu-I Wu , Yao-Ting Sung , Berlin Chen

Automatic Pronunciation Assessment (APA) plays a vital role in Computer-assisted Pronunciation Training (CAPT) when evaluating a second language (L2) learner's speaking proficiency. However, an apparent downside of most de facto methods is…

音频与语音处理 · 电气工程与系统科学 2023-06-08 Fu-An Chao , Tien-Hong Lo , Tzu-I Wu , Yao-Ting Sung , Berlin Chen

Despite significant advances in recent years, the existing Computer-Assisted Pronunciation Training (CAPT) methods detect pronunciation errors with a relatively low accuracy (precision of 60% at 40%-80% recall). This Ph.D. work proposes…

音频与语音处理 · 电气工程与系统科学 2022-09-15 Daniel Korzekwa

Automatic pronunciation assessment is a major component of a computer-assisted pronunciation training system. To provide in-depth feedback, scoring pronunciation at various levels of granularity such as phoneme, word, and utterance, with…

计算与语言 · 计算机科学 2023-05-29 Heejin Do , Yunsu Kim , Gary Geunbae Lee

This report proposes state-of-the-art research in the field of Computer Assisted Language Learning (CALL). Mispronunciation detection is one of the core components of Computer Assisted Pronunciation Training (CAPT) systems which is a subset…

声音 · 计算机科学 2022-01-26 Neha Baranwal , Sharatkumar Chilaka

This study demonstrates that a Multimodal Large Language Model (MLLM) adapted via Low-Rank Adaptation (LoRA) can perform both Automatic Pronunciation Assessment (APA) and Mispronunciation Detection and Diagnosis (MDD) simultaneously.…

计算与语言 · 计算机科学 2025-09-04 Taekyung Ahn , Hosung Nam

Mispronunciation detection and diagnosis (MDD) technology is a key component of computer-assisted pronunciation training system (CAPT). In the field of assessing the pronunciation quality of constrained speech, the given transcriptions can…

声音 · 计算机科学 2022-06-16 Linkai Peng , Yingming Gao , Binghuai Lin , Dengfeng Ke , Yanlu Xie , Jinsong Zhang

Mispronunciation detection and diagnosis (MDD) is a core component of computer-assisted pronunciation training (CAPT). Most of the existing MDD approaches focus on dealing with categorical errors (viz. one canonical phone is substituted by…

音频与语音处理 · 电气工程与系统科学 2020-08-31 Bi-Cheng Yan , Meng-Che Wu , Hsiao-Tsung Hung , Berlin Chen

Mispronunciation detection and diagnosis (MDD) is a popular research focus in computer-aided pronunciation training (CAPT) systems. End-to-end (e2e) approaches are becoming dominant in MDD. However an e2e MDD model usually requires entire…

计算与语言 · 计算机科学 2022-06-30 Nianzu Zheng , Liqun Deng , Wenyong Huang , Yu Ting Yeung , Baohua Xu , Yuanyuan Guo , Yasheng Wang , Xiao Chen , Xin Jiang , Qun Liu

Automatic pronunciation assessment (APA) seeks to quantify a second language (L2) learner's pronunciation proficiency in a target language by offering timely and fine-grained diagnostic feedback. Most existing efforts on APA have…

音频与语音处理 · 电气工程与系统科学 2025-12-05 Bi-Cheng Yan , Hsin-Wei Wang , Fu-An Chao , Tien-Hong Lo , Yung-Chang Hsu , Berlin Chen

Computer-Assisted Pronunciation Training (CAPT) plays an important role in language learning. Conventional ASR-based CAPT methods require expensive annotation of the ground truth pronunciation for the supervised training. Meanwhile, certain…

音频与语音处理 · 电气工程与系统科学 2022-05-05 Zhan Zhang , Yuehai Wang , Jianyi Yang

Whispered speech recognition presents significant challenges for conventional automatic speech recognition systems, particularly when combined with dialect variation. However, utilizing an efficient method to solve this problem using a…

音频与语音处理 · 电气工程与系统科学 2025-06-30 Aref Farhadipour , Homayoon Beigi , Volker Dellwo , Hadi Veisi

Multi-modal fusion holds great promise for integrating information from different modalities. However, due to a lack of consideration for modal consistency, existing multi-modal fusion methods in the field of remote sensing still face…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Mingxiang Cao , Weiying Xie , Xin Zhang , Jiaqing Zhang , Kai Jiang , Jie Lei , Yunsong Li

Automatic Pronunciation Assessment (APA) is vital for computer-assisted language learning. Prior methods rely on annotated speech-text data to train Automatic Speech Recognition (ASR) models or speech-score data to train regression models.…

声音 · 计算机科学 2023-06-01 Hongfu Liu , Mingqian Shi , Ye Wang

This paper presents a method for detecting mispronunciations with the aim of improving Computer Assisted Language Learning (CALL) tools used by foreign language learners. The algorithm is based on Principle Component Analysis (PCA). It is…

声音 · 计算机科学 2016-02-29 Zhenhao Ge , Sudhendu R. Sharma , Mark J. T. Smith

In the realm of computer graphics, the ability to learn continuously from non-stationary data streams while adapting to new visual patterns and mitigating catastrophic forgetting is of paramount importance. Existing approaches often…

图形学 · 计算机科学 2025-04-01 Jiahao Qin , Feng Liu , Lu Zong

With the acceleration of globalization, more and more people are willing or required to learn second languages (L2). One of the major remaining challenges facing current mispronunciation and diagnosis (MDD) models for use in…

多媒体 · 计算机科学 2021-10-05 Shao-Wei Fan Jiang , Bi-Cheng Yan , Tien-Hong Lo , Fu-An Chao , Berlin Chen

In recent speech enhancement (SE) research, transformer and its variants have emerged as the predominant methodologies. However, the quadratic complexity of the self-attention mechanism imposes certain limitations on practical deployment.…

声音 · 计算机科学 2025-01-03 Junyu Wang , Zizhen Lin , Tianrui Wang , Meng Ge , Longbiao Wang , Jianwu Dang
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