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Full-duplex, spontaneous conversational data are essential for enhancing the naturalness and interactivity of synthesized speech in conversational TTS systems. We present two open-source dual-track conversational speech datasets, one in…

Sound · Computer Science 2025-09-05 Zhitong Zhou , Qingqing Zhang , Lei Luo , Jiechen Liu , Ruohua Zhou

The training of deep learning-based multichannel speech enhancement and source localization systems relies heavily on the simulation of room impulse response and multichannel diffuse noise, due to the lack of large-scale real-recorded…

Sound · Computer Science 2024-10-02 Bing Yang , Changsheng Quan , Yabo Wang , Pengyu Wang , Yujie Yang , Ying Fang , Nian Shao , Hui Bu , Xin Xu , Xiaofei Li

The success of large language models has driven interest in developing similar speech processing capabilities. However, a key challenge is the scarcity of high-quality spontaneous speech data, as most existing datasets contain scripted…

We introduce an extensive new dataset of MIDI files, created by transcribing audio recordings of piano performances into their constituent notes. The data pipeline we use is multi-stage, employing a language model to autonomously crawl and…

Sound · Computer Science 2025-07-01 Louis Bradshaw , Simon Colton

Due to privacy restrictions, there's a shortage of publicly available speech recognition datasets in the medical domain. In this work, we present VietMed - a Vietnamese speech recognition dataset in the medical domain comprising 16h of…

Computation and Language · Computer Science 2025-04-07 Khai Le-Duc

Avaya Conversational Intelligence(ACI) is an end-to-end, cloud-based solution for real-time Spoken Language Understanding for call centers. It combines large vocabulary, real-time speech recognition, transcript refinement, and entity and…

Spontaneous conversations in real-world settings such as those found in child-centered recordings have been shown to be amongst the most challenging audio files to process. Nevertheless, building speech processing models handling such a…

Audio and Speech Processing · Electrical Eng. & Systems 2025-03-12 Marvin Lavechin , Ruben Bousbib , Hervé Bredin , Emmanuel Dupoux , Alejandrina Cristia

We introduce VietSuperSpeech, a large-scale Vietnamese automatic speech recognition (ASR) dataset of 52,023 audio-text pairs totaling 267.39 hours, with a distinctive focus on casual conversational speech. Unlike existing Vietnamese ASR…

Sound · Computer Science 2026-03-03 Loan Do , Thanh Ngoc Nguyen , Thanh Pham , Vinh Do , Hien Nguyen , Charlotte Nguyen

Research interest in task-oriented dialogs has increased as systems such as Google Assistant, Alexa and Siri have become ubiquitous in everyday life. However, the impact of academic research in this area has been limited by the lack of…

Chatbots such as GPT-4 and ChatGPT are now serving millions of users. Despite their widespread use, there remains a lack of public datasets showcasing how these tools are used by a population of users in practice. To bridge this gap, we…

Computation and Language · Computer Science 2024-05-03 Wenting Zhao , Xiang Ren , Jack Hessel , Claire Cardie , Yejin Choi , Yuntian Deng

Healthcare conversational AI agents shouldn't be optimized only for clean benchmark accuracy in production-first regime; they must be optimized for the lived reality of patient conversations, where audio is imperfect, intent is indirect,…

We introduce SPGISpeech 2.0, a dataset suitable for speaker-tagged transcription in the financial domain. SPGISpeech 2.0 improves the diversity of applicable modeling tasks while maintaining the core characteristic of the original…

Automatic speech recognition (ASR) systems are designed to transcribe spoken language into written text and find utility in a variety of applications including voice assistants and transcription services. However, it has been observed that…

Computation and Language · Computer Science 2023-07-21 Anand Kumar Rai , Siddharth D Jaiswal , Animesh Mukherjee

Workplace meetings are vital to organizational collaboration, yet a large percentage of meetings are rated as ineffective. To help improve meeting effectiveness by understanding if the conversation is on topic, we create a comprehensive…

Computation and Language · Computer Science 2024-11-05 Yaran Fan , Jamie Pool , Senja Filipi , Ross Cutler

We introduce ParCzech4Speech 1.0, a processed version of the ParCzech 4.0 corpus, targeted at speech modeling tasks with the largest variant containing 2,695 hours. We combined the sound recordings of the Czech parliamentary speeches with…

Computation and Language · Computer Science 2025-09-09 Vladislav Stankov , Matyáš Kopp , Ondřej Bojar

We investigate using Named Entity Recognition on a new type of user-generated text: a call center conversation. These conversations combine problems from spontaneous speech with problems novel to conversational Automated Speech Recognition,…

Computation and Language · Computer Science 2020-11-17 Micaela Kaplan

Large Language Models (LLMs) hold immense potential for revolutionizing Customer Experience Management (CXM), particularly in contact center operations. However, evaluating their practical utility in complex operational environments is…

Machine Learning · Computer Science 2025-05-20 Raghav Garg , Kapil Sharma , Karan Gupta

Recent advances in language and speech modelling have made it possible to build autonomous voice assistants that understand and generate human dialogue in real time. These systems are increasingly being deployed in domains such as customer…

Artificial Intelligence · Computer Science 2025-09-08 Krittanon Kaewtawee , Wachiravit Modecrua , Krittin Pachtrachai , Touchapon Kraisingkorn

Current state of the art acoustic models can easily comprise more than 100 million parameters. This growing complexity demands larger training datasets to maintain a decent generalization of the final decision function. An ideal dataset is…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-01 Philipp Klumpp , Tomás Arias-Vergara , Paula Andrea Pérez-Toro , Elmar Nöth , Juan Rafael Orozco-Arroyave

This paper describes an English audio and textual dataset of debating speeches, a unique resource for the growing research field of computational argumentation and debating technologies. We detail the process of speech recording by…

Computation and Language · Computer Science 2018-03-28 Shachar Mirkin , Michal Jacovi , Tamar Lavee , Hong-Kwang Kuo , Samuel Thomas , Leslie Sager , Lili Kotlerman , Elad Venezian , Noam Slonim