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Off-the-shelf natural language processing software performs poorly when parsing patent claims owing to their use of irregular language relative to the corpora built from news articles and the web typically utilized to train this software.…

Computation and Language · Computer Science 2016-05-09 Mengke Hu , David Cinciruk , John MacLaren Walsh

We investigate the task of building open domain, conversational dialogue systems based on large dialogue corpora using generative models. Generative models produce system responses that are autonomously generated word-by-word, opening up…

Computation and Language · Computer Science 2016-04-08 Iulian V. Serban , Alessandro Sordoni , Yoshua Bengio , Aaron Courville , Joelle Pineau

Despite the recent advancements in speech recognition, there are still difficulties in accurately transcribing conversational and emotional speech in noisy and reverberant acoustic environments. This poses a particular challenge in the…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-26 Sangeet Sagar , Mirco Ravanelli , Bernd Kiefer , Ivana Kruijff Korbayova , Josef van Genabith

The continuous speech separation (CSS) is a task to separate the speech sources from a long, partially overlapped recording, which involves a varying number of speakers. A straightforward extension of conventional utterance-level speech…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-24 Chenda Li , Zhuo Chen , Yi Luo , Cong Han , Tianyan Zhou , Keisuke Kinoshita , Marc Delcroix , Shinji Watanabe , Yanmin Qian

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

The process of debating is essential in our daily lives, whether in studying, work activities, simple everyday discussions, political debates on TV, or online discussions on social networks. The range of uses for debates is broad. Due to…

The growing use of voice user interfaces has led to a surge in the collection and storage of speech data. While data collection allows for the development of efficient tools powering most speech services, it also poses serious privacy…

Cryptography and Security · Computer Science 2024-03-04 Pierre Champion

In recent years, developing a speech understanding system that classifies a waveform to structured data, such as intents and slots, without first transcribing the speech to text has emerged as an interesting research problem. This work…

Computer Vision and Pattern Recognition · Computer Science 2020-11-11 Mohamed Mhiri , Samuel Myer , Vikrant Singh Tomar

An audiobook can dramatically improve a work of literature's accessibility and improve reader engagement. However, audiobooks can take hundreds of hours of human effort to create, edit, and publish. In this work, we present a system that…

Speaker identification in noisy audio recordings, specifically those from collaborative learning environments, can be extremely challenging. There is a need to identify individual students talking in small groups from other students talking…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-05 Antonio Gomez

Thanks to improvements in machine learning techniques, including deep learning, speech synthesis is becoming a machine learning task. To accelerate speech synthesis research, we are developing Japanese voice corpora reasonably accessible…

In this paper, we construct a new Japanese speech corpus for speech-based summarization and simplification, "JSSS" (pronounced "j-triple-s"). Given the success of reading-style speech synthesis from short-form sentences, we aim to design…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-06 Shinnosuke Takamichi , Mamoru Komachi , Naoko Tanji , Hiroshi Saruwatari

We review current solutions and technical challenges for automatic speech recognition, keyword spotting, device arbitration, speech enhancement, and source localization in multidevice home environments to provide context for the INTERSPEECH…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-01 Gregory Ciccarelli , Jarred Barber , Arun Nair , Israel Cohen , Tao Zhang

Spoken dialogue is essential for human-AI interactions, providing expressive capabilities beyond text. Developing effective spoken dialogue systems (SDSs) requires large-scale, high-quality, and diverse spoken dialogue corpora. However,…

Computation and Language · Computer Science 2026-04-03 Wataru Nakata , Kentaro Seki , Hitomi Yanaka , Yuki Saito , Shinnosuke Takamichi , Hiroshi Saruwatari

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

Every day we are surrounded by spoken dialog. This medium delivers rich diverse streams of information auditorily; however, systematically understanding dialog can often be non-trivial. Despite the pervasiveness of spoken dialog, automated…

Computation and Language · Computer Science 2021-08-24 Daniel Li , Thomas Chen , Albert Tung , Lydia Chilton

General audio understanding is a fundamental goal for large audio-language models, with audio captioning serving as a cornerstone task for their development. However, progress in this domain is hindered by existing datasets, which lack the…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-26 Yadong Niu , Tianzi Wang , Heinrich Dinkel , Xingwei Sun , Jiahao Zhou , Gang Li , Jizhong Liu , Junbo Zhang , Jian Luan

We propose protocols for acquiring speech materials, making them reusable for future investigations, and presenting them for subjective experiments. We also provide means to evaluate existing speech materials' compatibility with target…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-01 Hideki Kawahara , Ken-Ichi Sakakibara , Mitsunori Mizumachi , Kohei Yatabe

Learning-based Text To Speech systems have the potential to generalize from one speaker to the next and thus require a relatively short sample of any new voice. However, this promise is currently largely unrealized. We present a method that…

Machine Learning · Computer Science 2018-02-21 Eliya Nachmani , Adam Polyak , Yaniv Taigman , Lior Wolf

This paper delves into the challenging task of Active Speaker Detection (ASD), where the system needs to determine in real-time whether a person is speaking or not in a series of video frames. While previous works have made significant…

Computer Vision and Pattern Recognition · Computer Science 2024-09-16 Arnav Kundu , Yanzi Jin , Mohammad Sekhavat , Max Horton , Danny Tormoen , Devang Naik
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