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We propose a novel deliberation-based approach to end-to-end (E2E) spoken language understanding (SLU), where a streaming automatic speech recognition (ASR) model produces the first-pass hypothesis and a second-pass natural language…

Computation and Language · Computer Science 2022-09-08 Duc Le , Akshat Shrivastava , Paden Tomasello , Suyoun Kim , Aleksandr Livshits , Ozlem Kalinli , Michael L. Seltzer

With children talking to smart-speakers, smart-phones and even smart-microwaves daily, it is increasingly important to educate students on how these agents work-from underlying mechanisms to societal implications. Researchers are developing…

Computers and Society · Computer Science 2020-09-15 Jessica Van Brummelen , Tommy Heng , Viktoriya Tabunshchyk

Dialog Structure Induction (DSI) is the task of inferring the latent dialog structure (i.e., a set of dialog states and their temporal transitions) of a given goal-oriented dialog. It is a critical component for modern dialog system design…

Computation and Language · Computer Science 2024-03-27 Connor Pryor , Quan Yuan , Jeremiah Liu , Mehran Kazemi , Deepak Ramachandran , Tania Bedrax-Weiss , Lise Getoor

Speech encompasses a wealth of information, including but not limited to content, paralinguistic, and environmental information. This comprehensive nature of speech significantly impacts communication and is crucial for human-computer…

Computation and Language · Computer Science 2025-01-17 Junyi Ao , Yuancheng Wang , Xiaohai Tian , Dekun Chen , Jun Zhang , Lu Lu , Yuxuan Wang , Haizhou Li , Zhizheng Wu

Identifying discourse features in student conversations is quite important for educational researchers to recognize the curricular and pedagogical variables that cause students to engage in constructing knowledge rather than merely…

Computation and Language · Computer Science 2025-11-26 Farjana Sultana Mim , Shuchin Aeron , Eric Miller , Kristen Wendell

A large body of research demonstrates how teachers' questioning strategies can improve student learning outcomes. However, developing new scenarios is challenging because of the lack of training data for a specific scenario and the costs…

Artificial Intelligence · Computer Science 2021-12-03 Debajyoti Datta , Maria Phillips , James P Bywater , Jennifer Chiu , Ginger S. Watson , Laura E. Barnes , Donald E Brown

Background: Public speaking is a vital professional skill, yet it remains a source of significant anxiety for many individuals. Traditional training relies heavily on expert coaching, but recent advances in AI has led to novel types of…

Human-Computer Interaction · Computer Science 2025-07-14 Nesrine Fourati , Alisa Barkar , Marion Dragée , Liv Danthon-Lefebvre , Mathieu Chollet

As an indispensable part of modern human-computer interaction system, speech synthesis technology helps users get the output of intelligent machine more easily and intuitively, thus has attracted more and more attention. Due to the…

Sound · Computer Science 2021-04-21 Zhaoxi Mu , Xinyu Yang , Yizhuo Dong

End-to-end Task-oriented Dialogue Systems (TDSs) have attracted a lot of attention for their superiority (e.g., in terms of global optimization) over pipeline modularized TDSs. Previous studies on end-to-end TDSs use a single-module model…

Computation and Language · Computer Science 2019-07-12 Jiahuan Pei , Pengjie Ren , Maarten de Rijke

Large language models (LLMs) often struggle to learn from corrective feedback within a conversational context. They are rarely proactive in soliciting this feedback, even when faced with ambiguity, which can make their dialogues feel…

Computation and Language · Computer Science 2026-02-19 Jonathan Cook , Diego Antognini , Martin Klissarov , Claudiu Musat , Edward Grefenstette

End-to-end design of dialogue systems has recently become a popular research topic thanks to powerful tools such as encoder-decoder architectures for sequence-to-sequence learning. Yet, most current approaches cast human-machine dialogue…

Computation and Language · Computer Science 2017-03-17 Florian Strub , Harm de Vries , Jeremie Mary , Bilal Piot , Aaron Courville , Olivier Pietquin

End-to-end spoken language understanding (SLU) remains elusive even with current large pretrained language models on text and speech, especially in multilingual cases. Machine translation has been established as a powerful pretraining…

Computation and Language · Computer Science 2023-10-18 Mutian He , Philip N. Garner

Intelligent dialogue systems are increasingly used in modern education and psychological counseling fields, but most existing systems are limited to a single domain, cannot deal with both educational and psychological issues, and often lack…

Computation and Language · Computer Science 2024-12-06 Shiwen Ni , Min Yang

Speech-to-Speech (S2S) Large Language Models (LLMs) are foundational to natural human-computer interaction, enabling end-to-end spoken dialogue systems. However, evaluating these models remains a fundamental challenge. We propose…

Computation and Language · Computer Science 2025-11-11 Yuan Ge , Junxiang Zhang , Xiaoqian Liu , Bei Li , Xiangnan Ma , Chenglong Wang , Kaiyang Ye , Yangfan Du , Linfeng Zhang , Yuxin Huang , Tong Xiao , Zhengtao Yu , JingBo Zhu

With the introduction of large language models (LLMs), automatic math reasoning has seen tremendous success. However, current methods primarily focus on providing solutions or using techniques like Chain-of-Thought to enhance…

Computation and Language · Computer Science 2024-07-25 Yuyang Ding , Hanglei Hu , Jie Zhou , Qin Chen , Bo Jiang , Liang He

In various academic and professional settings, such as mathematics lectures or research presentations, it is often necessary to convey mathematical expressions orally. However, reading mathematical expressions aloud without accompanying…

Computation and Language · Computer Science 2025-04-14 Sieun Hyeon , Kyudan Jung , Jaehee Won , Nam-Joon Kim , Hyun Gon Ryu , Hyuk-Jae Lee , Jaeyoung Do

From dating to job interviews, making new friends or simply chatting with the cashier at checkout, engaging in small talk is a vital, everyday social skill. For adults with Autism Spectrum Disorder (ASD), small talk can be particularly…

Robotics · Computer Science 2025-09-17 Rebecca Ramnauth , Dražen Brščić , Brian Scassellati

Dialog systems, such as voice assistants, are expected to engage with users in complex, evolving conversations. Unfortunately, traditional automatic speech recognition (ASR) systems deployed in such applications are usually trained to…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-17 Hitesh Tulsiani , David M. Chan , Shalini Ghosh , Garima Lalwani , Prabhat Pandey , Ankish Bansal , Sri Garimella , Ariya Rastrow , Björn Hoffmeister

In spoken Task-Oriented Dialogue (TOD) systems, the choice of the semantic representation describing the users' requests is key to a smooth interaction. Indeed, the system uses this representation to reason over a database and its domain…

Artificial Intelligence · Computer Science 2024-06-21 Lucas Druart , Valentin Vielzeuf , Yannick Estève

Data availability is crucial for advancing artificial intelligence applications, including voice-based technologies. As content creation, particularly in social media, experiences increasing demand, translation and text-to-speech (TTS)…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-27 Ahmet Gunduz , Kamer Ali Yuksel , Kareem Darwish , Golara Javadi , Fabio Minazzi , Nicola Sobieski , Sebastien Bratieres