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How does textual representation of audio relate to the Large Language Model's (LLMs) learning about the audio world? This research investigates the extent to which LLMs can be prompted to generate audio, despite their primary training in…

Generative spoken language models pretrained on large-scale raw audio can continue a speech prompt with appropriate content while preserving attributes like speaker and emotion, serving as foundation models for spoken dialogue. In prior…

Computation and Language · Computer Science 2026-05-28 Chan-Jan Hsu , Liang-Hsuan Tseng , Yi-Cheng Lin , Yen-Chun Kuo , Ju-Chieh Chou , Kai-Wei Chang , Hung-yi Lee , Carlos Busso

Recent advancements in textless speech-to-speech translation systems have been driven by the adoption of self-supervised learning techniques. Although most state-of-the-art systems adopt a similar architecture to transform source language…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-29 Jarod Duret , Yannick Estève , Titouan Parcollet

Since no metrics are available to evaluate specific aspects of a text, such as its personalization quality, the researchers often rely solely on large language models to meta-evaluate such texts. Due to internal biases of individual…

Computation and Language · Computer Science 2025-10-01 Dominik Macko , Andrew Pulver

Quality estimation aims to measure the quality of translated content without access to a reference translation. This is crucial for machine translation systems in real-world scenarios where high-quality translation is needed. While many…

Computation and Language · Computer Science 2021-02-09 Yi-Lin Tuan , Ahmed El-Kishky , Adithya Renduchintala , Vishrav Chaudhary , Francisco Guzmán , Lucia Specia

Speech quality assessment typically requires evaluating audio from multiple aspects, such as mean opinion score (MOS) and speaker similarity (SIM) \etc., which can be challenging to cover using one small model designed for a single task. In…

Audio and Speech Processing · Electrical Eng. & Systems 2025-04-02 Siyin Wang , Wenyi Yu , Yudong Yang , Changli Tang , Yixuan Li , Jimin Zhuang , Xianzhao Chen , Xiaohai Tian , Jun Zhang , Guangzhi Sun , Lu Lu , Yuxuan Wang , Chao Zhang

Several researchers have focused on studying driver cognitive behavior and mental load for in-vehicle interaction while driving. Adaptive interfaces that vary with mental and perceptual load levels could help in reducing accidents and…

Human-Computer Interaction · Computer Science 2022-09-30 Amr Gomaa , Alexandra Alles , Elena Meiser , Lydia Helene Rupp , Marco Molz , Guillermo Reyes

This paper describes a research study that aims to investigate changes in effective communication during human-AI collaboration with special attention to the perception of competence among team members and varying levels of task load placed…

Human-Computer Interaction · Computer Science 2021-10-08 Andres Rosero , Faustina Dinh , Ewart J. de Visser , Tyler Shaw , Elizabeth Phillips

Large audio-language models (LALMs) unify speech and text processing, but their robustness in noisy real-world settings remains underexplored. We investigate how irrelevant audio, such as silence, synthetic noise, and environmental sounds,…

Sound · Computer Science 2026-04-28 Chen-An Li , Tzu-Han Lin , Hung-yi Lee

This paper considers the problem for estimating the quality of machine translation outputs which are independent of human intervention and are generally addressed using machine learning techniques.There are various measures through which a…

Computation and Language · Computer Science 2013-09-05 Rashmi Gupta , Nisheeth Joshi , Iti Mathur

Mental manipulation, the strategic use of language to covertly influence or exploit others, is a newly emerging task in computational social reasoning. Prior work has focused exclusively on textual conversations, overlooking how…

Computation and Language · Computer Science 2026-01-14 Run Chen , Wen Liang , Ziwei Gong , Lin Ai , Julia Hirschberg

With the rise of wearables, haptic interfaces are increasingly favored to communicate information in an ambient manner. Despite this expectation, existing guidelines are developed in studies where the participant's focus is entirely on the…

Human-Computer Interaction · Computer Science 2020-06-04 Nava Haghighi , Nathalie Vladis , Yuanbo Liu , Arvind Satyanarayan

In this paper, we propose a multi-label classification framework to detect multiple speaking styles in a speech sample. Unlike previous studies that have primarily focused on identifying a single target style, our framework effectively…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-19 Miseul Kim , Seyun Um , Hyeonjin Cha , Hong-goo Kang

Large Language Models are increasingly used in conversational systems such as digital personal assistants, shaping how people interact with technology through language. While their responses often sound fluent and natural, they can also…

Computation and Language · Computer Science 2025-12-24 Heet Bodara , Md Masum Mushfiq , Isma Farah Siddiqui

Large language models (LLMs) distinguish themselves from previous technologies by functioning as collaborative ``thought partners,'' capable of engaging more fluidly in natural language on a range of tasks. As LLMs increasingly influence…

Most spoken language translation systems developed to date rely on a pipelined architecture, in which the main stages are speech recognition, linguistic analysis, transfer, generation and speech synthesis. When making projections of error…

cmp-lg · Computer Science 2008-02-03 Manny Rayner , David Carter , Patti Price , Bertil Lyberg

While signal conversion and disentangled representation learning have shown promise for manipulating data attributes across domains such as audio, image, and multimodal generation, existing approaches, especially for speech style…

Sound · Computer Science 2025-10-10 Jonathan Svirsky , Ofir Lindenbaum , Uri Shaham

Accurate remote state estimation is a fundamental component of many autonomous and networked dynamical systems, where multiple decision-making agents interact and communicate over shared, bandwidth-constrained channels. These communication…

Systems and Control · Electrical Eng. & Systems 2025-12-02 Shubham Aggarwal , Dipankar Maity , Tamer Başar

This paper presents a speech enhancement method, where an adaptive threshold is statistically determined based on Gaussian modeling of Teager energy (TE) operated perceptual wavelet packet (PWP) coefficients of noisy speech. In order to…

Audio and Speech Processing · Electrical Eng. & Systems 2018-03-07 Md Tauhidul Islam , Celia Shahnaz

Pretraining and multitask learning are widely used to improve the speech to text translation performance. In this study, we are interested in training a speech to text translation model along with an auxiliary text to text translation task.…

Computation and Language · Computer Science 2021-07-14 Yun Tang , Juan Pino , Xian Li , Changhan Wang , Dmitriy Genzel