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Older adults have increasing difficulty with retrospective memory, hindering their abilities to perform daily activities and posing stress on caregivers to ensure their wellbeing. Recent developments in Artificial Intelligence (AI) and…

Human-Computer Interaction · Computer Science 2025-02-05 Natasha Maniar , Samantha W. T. Chan , Wazeer Zulfikar , Scott Ren , Christine Xu , Pattie Maes

Individuals with fine motor impairments, such as those caused by conditions like Parkinson's disease, cerebral palsy, or dyspraxia, face significant challenges in interacting with traditional computer interfaces. Historically, scripted…

Human-Computer Interaction · Computer Science 2024-11-20 Shridhar Mehendale , Ankit Walishetti

We introduce Speech ReaLLM, a new ASR architecture that marries "decoder-only" ASR with the RNN-T to make multimodal LLM architectures capable of real-time streaming. This is the first "decoder-only" ASR architecture designed to handle…

Computation and Language · Computer Science 2024-06-17 Frank Seide , Morrie Doulaty , Yangyang Shi , Yashesh Gaur , Junteng Jia , Chunyang Wu

Large language models have proven themselves highly flexible, able to solve a wide range of generative tasks, such as abstractive summarization and open-ended question answering. In this paper we extend the capabilities of LLMs by directly…

Audio and Speech Processing · Electrical Eng. & Systems 2023-07-25 Yassir Fathullah , Chunyang Wu , Egor Lakomkin , Junteng Jia , Yuan Shangguan , Ke Li , Jinxi Guo , Wenhan Xiong , Jay Mahadeokar , Ozlem Kalinli , Christian Fuegen , Mike Seltzer

The population of the elderly people has kept increasing rapidly over the world in the past decades. Solutions that are able to effectively support the elderly people to live independently at their home are thus urgently needed. Ambient…

Human-Computer Interaction · Computer Science 2021-04-15 Hong Sun , Vincenzo De Florio

The increasing population of elderly people is associated with the need to meet their increasing requirements and to provide solutions that can improve their quality of life in a smart home. In addition to fear and anxiety towards…

Human-Computer Interaction · Computer Science 2025-07-15 Nirmalya Thakur , Chia Y. Han

This paper deals with home automation systems that are essential for safe and independent living of elderly people. These individuals must be able to perform their Activities of Daily Living (ADLs) without help from caretakers. They must be…

Human-Computer Interaction · Computer Science 2023-08-15 Sriram Vamsi Ilapakurthy

Physically assistive robots present an opportunity to significantly increase the well-being and independence of individuals with motor impairments or other forms of disability who are unable to complete activities of daily living. Speech…

The population of elderly people keeps increasing rapidly, which becomes a predominant aspect of our societies. As such, solutions both efficacious and cost-effective need to be sought. Ambient Assisted Living (AAL) is a new approach which…

Computers and Society · Computer Science 2015-07-22 Hong Sun , Vincenzo De Florio , Ning Gui , Chris Blondia

Socially assistive robots (SARs) have shown great potential for supplementing well-being support. However, prior studies have found that existing dialogue pipelines for SARs remain limited in real-time latency, back-channeling, and…

Robotics · Computer Science 2025-07-22 Mengxue Fu , Zhonghao Shi , Minyu Huang , Siqi Liu , Mina Kian , Yirui Song , Maja J. Matarić

Our work addresses the challenges older adults face with commercial Voice Assistants (VAs), notably in conversation breakdowns and error handling. Traditional methods of collecting user experiences-usage logs and post-hoc interviews-do not…

Human-Computer Interaction · Computer Science 2024-09-25 Amama Mahmood , Junxiang Wang , Chien-Ming Huang

In this paper, we focus on solving one of the most important tasks in the field of speech processing, i.e., automatic speech recognition (ASR), with speech foundation encoders and large language models (LLM). Recent works have complex…

Computation and Language · Computer Science 2024-02-15 Ziyang Ma , Guanrou Yang , Yifan Yang , Zhifu Gao , Jiaming Wang , Zhihao Du , Fan Yu , Qian Chen , Siqi Zheng , Shiliang Zhang , Xie Chen

The rise of Internet of Things (IoT) devices in the physical world necessitates voice-based interfaces capable of handling complex user experiences. While modern Large Language Models (LLMs) already demonstrate strong tool-usage…

Computation and Language · Computer Science 2026-05-11 Maximillian Chen , Xuanming Zhang , Michael Peng , Zhou Yu , Alexandros Papangelis , Yohan Jo

Low technology and eHealth literacy among older adults in retirement communities hinder engagement with digital tools. To address this, we designed an LLM-powered chatbot prototype using a human-centered approach for a local retirement…

Human-Computer Interaction · Computer Science 2025-04-29 Luna Xingyu Li , Ray-yuan Chung , Feng Chen , Wenyu Zeng , Yein Jeon , Oleg Zaslavsky

Nowadays, speech is becoming a more common, if not standard, interface to technology. This can be seen in the trend of technology changes over the years. Increasingly, voice is used to control programs, appliances and personal devices…

Human-Computer Interaction · Computer Science 2019-09-10 Abraham Glasser

Large language models (LLMs) have achieved remarkable success in the field of natural language processing, enabling better human-computer interaction using natural language. However, the seamless integration of speech signals into LLMs has…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-03 Jian Wu , Yashesh Gaur , Zhuo Chen , Long Zhou , Yimeng Zhu , Tianrui Wang , Jinyu Li , Shujie Liu , Bo Ren , Linquan Liu , Yu Wu

Automatic speech recognition (ASR) systems based on large language models (LLMs) achieve superior performance by leveraging pretrained LLMs as decoders, but their token-by-token generation mechanism leads to inference latency that grows…

Sound · Computer Science 2026-01-27 Wenjie Tian , Bingshen Mu , Guobin Ma , Xuelong Geng , Zhixian Zhao , Lei Xie

This paper investigates whether Large Language Models (LLMs), fine-tuned on synthetic but domain-representative data, can perform the twofold task of (i) slot and intent detection and (ii) natural language response generation for a smart…

Computation and Language · Computer Science 2025-03-24 Rune Birkmose , Nathan Mørkeberg Reece , Esben Hofstedt Norvin , Johannes Bjerva , Mike Zhang

Due to age-related hearing loss, elderly people often struggle with following the language on TV. Because they form an increasing part of the audience, this problem will become even more important in the future and needs to be addressed by…

Audio and Speech Processing · Electrical Eng. & Systems 2020-06-26 Davide Straninger

Large Language Models (LLMs) have become a key foundation for enabling personalized smart home experiences. While existing studies have explored how smart home assistants understand user queries to control devices in real time, their…

Artificial Intelligence · Computer Science 2026-04-14 Kai-Yuan Guo , Jiang Wang , Renjie Zhao , Tianyi Wang , Wandong Mao , Yu Gao , Mou Xiao Feng , Yi Xu