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With a recent influx of voice generation methods, the threat introduced by audio DeepFake (DF) is ever-increasing. Several different detection methods have been presented as a countermeasure. Many methods are based on so-called front-ends,…

Sound · Computer Science 2023-06-05 Piotr Kawa , Marcin Plata , Michał Czuba , Piotr Szymański , Piotr Syga

According to the Language Familiarity Effect (LFE), people are better at discriminating between speakers of their native language. Although this cognitive effect was largely studied in the literature, experiments have only been conducted on…

Computation and Language · Computer Science 2022-06-28 Maureen de Seyssel , Guillaume Wisniewski , Emmanuel Dupoux

Fake audio detection is a growing concern and some relevant datasets have been designed for research. However, there is no standard public Chinese dataset under complex conditions.In this paper, we aim to fill in the gap and design a…

Sound · Computer Science 2023-07-19 Haoxin Ma , Jiangyan Yi , Chenglong Wang , Xinrui Yan , Jianhua Tao , Tao Wang , Shiming Wang , Ruibo Fu

Pitch detection is a fundamental problem in speech processing as F0 is used in a large number of applications. Recent articles have proposed deep learning for robust pitch tracking. In this paper, we consider voicing detection as a…

Sound · Computer Science 2019-03-06 Thomas Drugman , Goeric Huybrechts , Viacheslav Klimkov , Alexis Moinet

Synthetic-voice cloning technologies have seen significant advances in recent years, giving rise to a range of potential harms. From small- and large-scale financial fraud to disinformation campaigns, the need for reliable methods to…

Sound · Computer Science 2023-09-28 Sarah Barrington , Romit Barua , Gautham Koorma , Hany Farid

We study the frequency distributions and correlations of the word lengths of ten European languages. Our findings indicate that a) the word-length distribution of short words quantified by the mean value and the entropy distinguishes the…

Multilingual automatic lyrics transcription (ALT) is a challenging task due to the limited availability of labelled data and the challenges introduced by singing, compared to multilingual automatic speech recognition. Although some…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-26 Jiawen Huang , Emmanouil Benetos

Languages have long been described according to their perceived rhythmic attributes. The associated typologies are of interest in psycholinguistics as they partly predict newborns' abilities to discriminate between languages and provide…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-29 François Deloche , Laurent Bonnasse-Gahot , Judit Gervain

Despite remarkable progress, automatic speaker verification (ASV) systems typically lack the transparency required for high-accountability applications. Motivated by how human experts perform forensic speaker comparison (FSC), we propose a…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-07 Yi Ma , Shuai Wang , Tianchi Liu , Haizhou Li

Language Identification (LID) is a core task in multilingual NLP, yet current systems often overfit to clean, monolingual data. This work introduces DIVERS-BENCH, a comprehensive evaluation of state-of-the-art LID models across diverse…

Computation and Language · Computer Science 2025-09-23 Jessica Ojo , Zina Kamel , David Ifeoluwa Adelani

Inspired by recent developments in natural language processing, we propose a novel approach to sign language processing based on phonological properties validated by American Sign Language users. By taking advantage of datasets composed of…

Computation and Language · Computer Science 2024-07-25 Federico Tavella , Aphrodite Galata , Angelo Cangelosi

In language identification, a common first step in natural language processing, we want to automatically determine the language of some input text. Monolingual language identification assumes that the given document is written in one…

Computation and Language · Computer Science 2017-08-01 Tom Kocmi , Ondřej Bojar

Voice assistants have become an essential tool for people with various disabilities because they enable complex phone- or tablet-based interactions without the need for fine-grained motor control, such as with touchscreens. However, these…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-17 Colin Lea , Zifang Huang , Dhruv Jain , Lauren Tooley , Zeinab Liaghat , Shrinath Thelapurath , Leah Findlater , Jeffrey P. Bigham

Automatic pronunciation evaluation plays an important role in pronunciation training and second language education. This field draws heavily on concepts from automatic speech recognition (ASR) to quantify how close the pronunciation of…

Audio and Speech Processing · Electrical Eng. & Systems 2018-07-06 Ming Tu , Anna Grabek , Julie Liss , Visar Berisha

This paper tests the hypothesis that distinctive feature classifiers anchored at phonetic landmarks can be transferred cross-lingually without loss of accuracy. Three consonant voicing classifiers were developed: (1) manually selected…

Computation and Language · Computer Science 2017-08-23 Xiang Kong , Xuesong Yang , Mark Hasegawa-Johnson , Jeung-Yoon Choi , Stefanie Shattuck-Hufnagel

In this paper, we present the University of Helsinki submissions to the WMT 2019 shared task on news translation in three language pairs: English-German, English-Finnish and Finnish-English. This year, we focused first on cleaning and…

Computation and Language · Computer Science 2019-06-11 Aarne Talman , Umut Sulubacak , Raúl Vázquez , Yves Scherrer , Sami Virpioja , Alessandro Raganato , Arvi Hurskainen , Jörg Tiedemann

The wide deployment of speech-based biometric systems usually demands high-performance speaker recognition algorithms. However, most of the prior works for speaker recognition either process the speech in the frequency domain or time…

Sound · Computer Science 2023-03-08 Jiguo Li , Tianzi Zhang , Xiaobin Liu , Lirong Zheng

Language Identification (LID) is a crucial preliminary process in the field of Automatic Speech Recognition (ASR) that involves the identification of a spoken language from audio samples. Contemporary systems that can process speech in…

Machine Learning · Computer Science 2026-03-04 Atanu Mandal , Santanu Pal , Indranil Dutta , Mahidas Bhattacharya , Sudip Kumar Naskar

This study employs deep learning techniques to explore four speaker profiling tasks on the TIMIT dataset, namely gender classification, accent classification, age estimation, and speaker identification, highlighting the potential and…

Sound · Computer Science 2024-04-19 Rong Wang , Kun Sun

Large language models (LLMs) excel in many tasks in NLP and beyond, but most open models have very limited coverage of smaller languages and LLM work tends to focus on languages where nearly unlimited data is available for pretraining. In…