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This paper describes AssemblyAI's industrial-scale automatic speech recognition (ASR) system, designed to meet the requirements of large-scale, multilingual ASR serving various application needs. Our system leverages a diverse training…

This paper introduces Multilingual LibriSpeech (MLS) dataset, a large multilingual corpus suitable for speech research. The dataset is derived from read audiobooks from LibriVox and consists of 8 languages, including about 44.5K hours of…

Audio and Speech Processing · Electrical Eng. & Systems 2020-12-22 Vineel Pratap , Qiantong Xu , Anuroop Sriram , Gabriel Synnaeve , Ronan Collobert

We introduce the Mandarin-English Language Interview (MELI) Corpus, an open-source resource of 29.8 hours of speech from 51 Mandarin-English bilingual speakers. MELI combines matched sessions in Mandarin and English with two speaking…

Computation and Language · Computer Science 2026-05-18 Suyuan Liu , Molly Babel

In this work we explored building automatic speech recognition models for transcribing doctor patient conversation. We collected a large scale dataset of clinical conversations ($14,000$ hr), designed the task to represent the real word…

We introduce the StatCan Dialogue Dataset consisting of 19,379 conversation turns between agents working at Statistics Canada and online users looking for published data tables. The conversations stem from genuine intents, are held in…

Computation and Language · Computer Science 2024-07-18 Xing Han Lu , Siva Reddy , Harm de Vries

Human language expression is based on the subjective construal of the situation instead of the objective truth conditions, which means that speakers' personalities and emotions after cognitive processing have an important influence on…

Computation and Language · Computer Science 2022-05-31 Yirong Chen , Weiquan Fan , Xiaofen Xing , Jianxin Pang , Minlie Huang , Wenjing Han , Qianfeng Tie , Xiangmin Xu

We present CAI Dataset, a fourteen-month corpus of cybersecurity LLM trajectories collected through the open-source CAI agent framework, built in response to PentestGPT's finding that expert operator trajectories, not base-model capability,…

Cryptography and Security · Computer Science 2026-05-28 Víctor Mayoral-Vilches

We present CallShield, the first caller identity authentication system that operates entirely at the audio layer, without relying on speech transcription, internet connectivity, or trusted infrastructure. CallShield introduces a real-time…

Cryptography and Security · Computer Science 2026-01-15 Mouna Rabh , Yazan Boshmaf , Mashael Alsabah , Shammur Chowdhury , Mohamed Hefeeda , Issa Khalil

While voice technologies increasingly serve aging populations, current systems exhibit significant performance gaps due to inadequate training data capturing elderly-specific vocal characteristics like presbyphonia and dialectal variations.…

Computation and Language · Computer Science 2025-11-13 Yang Chen , Hui Wang , Shiyao Wang , Junyang Chen , Jiabei He , Jiaming Zhou , Xi Yang , Yequan Wang , Yonghua Lin , Yong Qin

Trustera, the first functional system that redacts personally identifiable information (PII) in real-time spoken conversations to remove agents' need to hear sensitive information while preserving the naturalness of live customer-agent…

Despite decades of research on reverberant speech, comparing methods remains difficult because most corpora lack per-file acoustic annotations or provide limited documentation for reproduction. We present RIR-Mega-Speech, a corpus of…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-29 Mandip Goswami

This paper introduces a new open-source speech corpus named "speechocean762" designed for pronunciation assessment use, consisting of 5000 English utterances from 250 non-native speakers, where half of the speakers are children. Five…

Computation and Language · Computer Science 2021-06-03 Junbo Zhang , Zhiwen Zhang , Yongqing Wang , Zhiyong Yan , Qiong Song , Yukai Huang , Ke Li , Daniel Povey , Yujun 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

We introduce RadioTalk, a corpus of speech recognition transcripts sampled from talk radio broadcasts in the United States between October of 2018 and March of 2019. The corpus is intended for use by researchers in the fields of natural…

Computation and Language · Computer Science 2019-09-18 Doug Beeferman , William Brannon , Deb Roy

Voice conversion (VC) research traditionally depends on scripted or acted speech, which lacks the natural spontaneity of real-life conversations. While natural speech data is limited for VC, our study focuses on filling in this gap. We…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-10 Ali N. Salman , Zongyang Du , Shreeram Suresh Chandra , Ismail Rasim Ulgen , Carlos Busso , Berrak Sisman

Code-switching, the alternation between two or more languages within communication, poses great challenges for Automatic Speech Recognition (ASR) systems. Existing models and datasets are limited in their ability to effectively handle these…

Sound · Computer Science 2025-11-14 Yupei Li , Zifan Wei , Heng Yu , Jiahao Xue , Huichi Zhou , Björn W. Schuller

We introduce LibriConvo, a simulated multi-speaker conversational dataset based on speaker-aware conversation simulation (SASC), designed to support training and evaluation of speaker diarization and automatic speech recognition (ASR)…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-28 Máté Gedeon , Péter Mihajlik

This paper introduces RyanSpeech, a new speech corpus for research on automated text-to-speech (TTS) systems. Publicly available TTS corpora are often noisy, recorded with multiple speakers, or lack quality male speech data. In order to…

Computation and Language · Computer Science 2021-06-17 Rohola Zandie , Mohammad H. Mahoor , Julia Madsen , Eshrat S. Emamian

High quality transcription data is crucial for training automatic speech recognition (ASR) systems. However, the existing industry-level data collection pipelines are expensive to researchers, while the quality of crowdsourced transcription…

Computation and Language · Computer Science 2023-09-27 Jian Gao , Hanbo Sun , Cheng Cao , Zheng Du