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Level assessment for foreign language students is necessary for putting them in the right level group, furthermore, interviewing students is a very time-consuming task, so we propose to automate the evaluation of speaker fluency level by…

Machine Learning · Statistics 2018-09-03 Alan Preciado-Grijalva , Ramon F. Brena

Voice privacy approaches that preserve the anonymity of speakers modify speech in an attempt to break the link with the true identity of the speaker. Current benchmarks measure speaker protection based on signal-to-signal comparisons. In…

Sound · Computer Science 2026-03-25 Mehtab Ur Rahman , Martha Larson , Cristian Tejedor-Garcia

Distinguishing scripted from spontaneous speech is an essential tool for better understanding how speech styles influence speech processing research. It can also improve recommendation systems and discovery experiences for media users…

Computation and Language · Computer Science 2024-12-17 Shahar Elisha , Andrew McDowell , Mariano Beguerisse-Díaz , Emmanouil Benetos

In this paper, we highlight a problem of evaluation metrics adopted in the open-vocabulary segmentation. That is, the evaluation process still heavily relies on closed-set metrics on zero-shot or cross-dataset pipelines without considering…

Computer Vision and Pattern Recognition · Computer Science 2023-11-07 Hao Zhou , Tiancheng Shen , Xu Yang , Hai Huang , Xiangtai Li , Lu Qi , Ming-Hsuan Yang

While there has been significant progress towards modelling coherence in written discourse, the work in modelling spoken discourse coherence has been quite limited. Unlike the coherence in text, coherence in spoken discourse is also…

Computation and Language · Computer Science 2021-01-05 Rajaswa Patil , Yaman Kumar Singla , Rajiv Ratn Shah , Mika Hama , Roger Zimmermann

Adaptive text to speech (TTS) can synthesize new voices in zero-shot scenarios efficiently, by using a well-trained source TTS model without adapting it on the speech data of new speakers. Considering seen and unseen speakers have diverse…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-04 Yihan Wu , Xu Tan , Bohan Li , Lei He , Sheng Zhao , Ruihua Song , Tao Qin , Tie-Yan Liu

Goal: Numerous studies had successfully differentiated normal and abnormal voice samples. Nevertheless, further classification had rarely been attempted. This study proposes a novel approach, using continuous Mandarin speech instead of a…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-23 Syu-Siang Wang , Chi-Te Wang , Chih-Chung Lai , Yu Tsao , Shih-Hau Fang

Audio-text models trained via contrastive learning offer a practical approach to perform audio classification through natural language prompts, such as "this is a sound of" followed by category names. In this work, we explore alternative…

Sound · Computer Science 2024-09-23 Michel Olvera , Paraskevas Stamatiadis , Slim Essid

Recent Audio Multimodal Large Language Models (Audio MLLMs) demonstrate impressive performance on speech benchmarks, yet it remains unclear whether these models genuinely process acoustic signals or rely on text-based semantic inference. To…

Artificial Intelligence · Computer Science 2026-03-23 Jiaqi Xiong , Yunjia Qi , Qi Cao , Yu Zheng , Yutong Zhang , Ziteng Wang , Ruofan Liao , Weisheng Xu , Sichen Liu

Individuals often align their speaking patterns with their interlocutors, a phenomenon linked to engagement and rapport. While well documented in task-oriented dialogues, less is known about entrainment in naturalistic, non-task and virtual…

Human-Computer Interaction · Computer Science 2026-04-20 Thanushi Withanage , Elizabeth Redcay , Carol Espy-Wilson

The ability to classify spoken speech based on the style of speaking is an important problem. With the advent of BPO's in recent times, specifically those that cater to a population other than the local population, it has become necessary…

Computation and Language · Computer Science 2015-04-08 Sunil Kopparapu , Saurabh Bhatnagar , K. Sahana , Sathyanarayana , Akhilesh Srivastava , P. V. S. Rao

Prior research indicates that users prefer assistive technologies whose personalities align with their own. This has sparked interest in automatic personality perception (APP), which aims to predict an individual's perceived personality…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-28 Alice Zhang , Skanda Muralidhar , Daniel Gatica-Perez , Mathew Magimai-Doss

How do speech models trained through self-supervised learning structure their representations? Previous studies have looked at how information is encoded in feature vectors across different layers. But few studies have considered whether…

Audio and Speech Processing · Electrical Eng. & Systems 2026-05-11 Kyle Janse van Rensburg , Benjamin van Niekerk , Herman Kamper

Paralinguistic properties of speech are essential in analyzing and choosing optimal treatment options for patients with speech disorders. However, automatic modeling of these characteristics is difficult due to the lack of labeled speech…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-25 Jenthe Thienpondt , Geoffroy Vanderreydt , Abdessalem Hammami , Kris Demuynck

Current audio language models are predominantly text-first, either extending pre-trained text LLM backbones or relying on semantic-only audio tokens, limiting general audio modeling. This paper presents a systematic empirical study of…

We present the second edition of the VoiceMOS Challenge, a scientific event that aims to promote the study of automatic prediction of the mean opinion score (MOS) of synthesized and processed speech. This year, we emphasize real-world and…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-10 Erica Cooper , Wen-Chin Huang , Yu Tsao , Hsin-Min Wang , Tomoki Toda , Junichi Yamagishi

We investigate the potential of ChatGPT as a multidimensional evaluator for the task of \emph{Text Style Transfer}, alongside, and in comparison to, existing automatic metrics as well as human judgements. We focus on a zero-shot setting,…

Computation and Language · Computer Science 2023-04-27 Huiyuan Lai , Antonio Toral , Malvina Nissim

Unsupervised Zero-Shot Voice Conversion (VC) aims to modify the speaker characteristic of an utterance to match an unseen target speaker without relying on parallel training data. Recently, self-supervised learning of speech representation…

Sound · Computer Science 2022-02-14 Trung Dang , Dung Tran , Peter Chin , Kazuhito Koishida

The goal of voice conversion is to transform the speech of a source speaker to sound like that of a reference speaker while preserving the original content. A key challenge is to extract disentangled linguistic content from the source and…

Sound · Computer Science 2025-01-15 Jaehun Kim , Ji-Hoon Kim , Yeunju Choi , Tan Dat Nguyen , Seongkyu Mun , Joon Son Chung

The Consensus Auditory-Perceptual Evaluation of Voice is a widely employed tool in clinical voice quality assessment that is significant for streaming communication among clinical professionals and benchmarking for the determination of…

Sound · Computer Science 2023-11-28 Yi-Heng Lin , Wen-Hsuan Tseng , Li-Chin Chen , Ching-Ting Tan , Yu Tsao