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Multilingual Information Retrieval is increasingly important in real-world search settings, where users issue queries over mixed-language corpora. Existing evaluations mainly reward language-agnostic semantic relevance, treating relevant…

Information Retrieval · Computer Science 2026-05-11 Youngjoon Jang , Seongtae Hong , Hyeonseok Moon , Heuiseok Lim

This work introduces Zambezi Voice, an open-source multilingual speech resource for Zambian languages. It contains two collections of datasets: unlabelled audio recordings of radio news and talk shows programs (160 hours) and labelled data…

Ramsa is a developing 41-hour speech corpus of Emirati Arabic designed to support sociolinguistic research and low-resource language technologies. It contains recordings from structured interviews with native speakers and episodes from…

Computation and Language · Computer Science 2026-03-10 Rania Al-Sabbagh

Code-mixing involves the seamless integration of linguistic elements from multiple languages within a single discourse, reflecting natural multilingual communication patterns. Despite its prominence in informal interactions such as social…

Computation and Language · Computer Science 2025-06-17 Svetlana Churina , Akshat Gupta , Insyirah Mujtahid , Kokil Jaidka

The research on code-mixed data is limited due to the unavailability of dedicated code-mixed datasets and pre-trained language models. In this work, we focus on the low-resource Indian language Marathi which lacks any prior work in…

Computation and Language · Computer Science 2023-07-21 Tanmay Chavan , Omkar Gokhale , Aditya Kane , Shantanu Patankar , Raviraj Joshi

Previous works on expressive speech synthesis focus on modelling the mono-scale style embedding from the current sentence or context, but the multi-scale nature of speaking style in human speech is neglected. In this paper, we propose a…

Sound · Computer Science 2022-07-06 Shun Lei , Yixuan Zhou , Liyang Chen , Jiankun Hu , Zhiyong Wu , Shiyin Kang , Helen Meng

In the domain of audio processing, Transfer Learning has facilitated the rise of Self-Supervised Learning and Zero-Shot Learning techniques. These approaches have led to the development of versatile models capable of tackling a wide array…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-22 Soham Deshmukh , Benjamin Elizalde , Rita Singh , Huaming Wang

We release the EARS (Expressive Anechoic Recordings of Speech) dataset, a high-quality speech dataset comprising 107 speakers from diverse backgrounds, totaling in 100 hours of clean, anechoic speech data. The dataset covers a large range…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-13 Julius Richter , Yi-Chiao Wu , Steven Krenn , Simon Welker , Bunlong Lay , Shinji Watanabe , Alexander Richard , Timo Gerkmann

Services of personalized TTS systems for the Mandarin-speaking speech impaired are rarely mentioned. Taiwan started the VoiceBanking project in 2020, aiming to build a complete set of services to deliver personalized Mandarin TTS systems to…

Audio and Speech Processing · Electrical Eng. & Systems 2023-08-30 Jia-Jyu Su , Pang-Chen Liao , Yen-Ting Lin , Wu-Hao Li , Guan-Ting Liou , Cheng-Che Kao , Wei-Cheng Chen , Jen-Chieh Chiang , Wen-Yang Chang , Pin-Han Lin , Chen-Yu Chiang

Massively multilingual sentence representation models, e.g., LASER, SBERT-distill, and LaBSE, help significantly improve cross-lingual downstream tasks. However, the use of a large amount of data or inefficient model architectures results…

Computation and Language · Computer Science 2024-05-31 Zhuoyuan Mao , Chenhui Chu , Sadao Kurohashi

The StutteringSpeech Challenge focuses on advancing speech technologies for people who stutter, specifically targeting Stuttering Event Detection (SED) and Automatic Speech Recognition (ASR) in Mandarin. The challenge comprises three…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-10 Hongfei Xue , Rong Gong , Mingchen Shao , Xin Xu , Lezhi Wang , Lei Xie , Hui Bu , Jiaming Zhou , Yong Qin , Jun Du , Ming Li , Binbin Zhang , Bin Jia

In this paper, we introduce TEDxTN, the first publicly available Tunisian Arabic to English speech translation dataset. This work is in line with the ongoing effort to mitigate the data scarcity obstacle for a number of Arabic dialects. We…

Computation and Language · Computer Science 2025-11-17 Fethi Bougares , Salima Mdhaffar , Haroun Elleuch , Yannick Estève

We present LOTUSDIS, a publicly available Thai meeting corpus designed to advance far-field conversational ASR. The dataset comprises 114 hours of spontaneous, unscripted dialogue collected in 15-20 minute sessions with three participants,…

Computation and Language · Computer Science 2025-09-24 Pattara Tipaksorn , Sumonmas Thatphithakkul , Vataya Chunwijitra , Kwanchiva Thangthai

Recently, there has been an increasing interest in neural speech synthesis. While the deep neural network achieves the state-of-the-art result in text-to-speech (TTS) tasks, how to generate a more emotional and more expressive speech is…

Computation and Language · Computer Science 2021-06-24 Chenye Cui , Yi Ren , Jinglin Liu , Feiyang Chen , Rongjie Huang , Ming Lei , Zhou Zhao

This paper presents the CUHK-EE voice cloning system for ICASSP 2021 M2VoC challenge. The challenge provides two Mandarin speech corpora: the AIShell-3 corpus of 218 speakers with noise and reverberation and the MST corpus including…

Audio and Speech Processing · Electrical Eng. & Systems 2021-07-06 Daxin Tan , Hingpang Huang , Guangyan Zhang , Tan Lee

Large language models excel in English but still struggle with complex reasoning in many low-resource languages (LRLs). Existing encoder-plus-decoder methods such as LangBridge and MindMerger raise accuracy on mid and high-resource…

Computation and Language · Computer Science 2026-03-09 Kosei Uemura , David Guzmán , Quang Phuoc Nguyen , Jesujoba Oluwadara Alabi , En-shiun Annie Lee , David Ifeoluwa Adelani

Cherokee is a highly endangered Native American language spoken by the Cherokee people. The Cherokee culture is deeply embedded in its language. However, there are approximately only 2,000 fluent first language Cherokee speakers remaining…

Computation and Language · Computer Science 2020-10-13 Shiyue Zhang , Benjamin Frey , Mohit Bansal

We introduce FLEURS, the Few-shot Learning Evaluation of Universal Representations of Speech benchmark. FLEURS is an n-way parallel speech dataset in 102 languages built on top of the machine translation FLoRes-101 benchmark, with…

Computation and Language · Computer Science 2022-05-26 Alexis Conneau , Min Ma , Simran Khanuja , Yu Zhang , Vera Axelrod , Siddharth Dalmia , Jason Riesa , Clara Rivera , Ankur Bapna

This paper presents a high quality Vietnamese speech corpus that can be used for analyzing Vietnamese speech characteristic as well as building speech synthesis models. The corpus consists of 5400 clean-speech utterances spoken by 12…

Computation and Language · Computer Science 2019-04-12 Pham Ngoc Phuong , Quoc Truong Do , Luong Chi Mai

Lecture transcript translation helps learners understand online courses, however, building a high-quality lecture machine translation system lacks publicly available parallel corpora. To address this, we examine a framework for parallel…

Computation and Language · Computer Science 2023-11-08 Haiyue Song , Raj Dabre , Chenhui Chu , Atsushi Fujita , Sadao Kurohashi