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Database Management Systems (DBMSs) are fundamental infrastructure for modern data-driven applications, where thorough testing with high-quality SQL test cases is essential for ensuring system reliability. Traditional approaches such as…

Software Engineering · Computer Science 2026-03-24 Yujia Chen , Yingli Zhou , Fangyuan Zhang , Cuiyun Gao

Video conferencing has become central to professional collaboration, yet most platforms offer limited support for deaf, hard-of-hearing, and multilingual users. The World Health Organisation estimates that over 430 million people worldwide…

Computational Engineering, Finance, and Science · Computer Science 2026-04-08 Nikolaos D. Tantaroudas , Andrew J. McCracken , Ilias Karachalios , Evangelos Papatheou

This demo paper presents sign.mt, an open-source application pioneering real-time multilingual bi-directional translation between spoken and signed languages. Harnessing state-of-the-art open-source models, this tool aims to address the…

Computation and Language · Computer Science 2024-08-06 Amit Moryossef

TalkWithMachines aims to enhance human-robot interaction by contributing to interpretable industrial robotic systems, especially for safety-critical applications. The presented paper investigates recent advancements in Large Language Models…

Robotics · Computer Science 2024-12-23 Ammar N. Abbas , Csaba Beleznai

Real-time conversational assistants for procedural tasks often depend on video input, which can be computationally expensive and compromise user privacy. For the first time, we propose a real-time conversational assistant that provides…

Multimedia · Computer Science 2026-02-18 Rehana Mahfuz , Yinyi Guo , Erik Visser , Phanidhar Chinchili

Large language models (LLMs) have recently been applied in software engineering to perform tasks such as translating code between programming languages, generating code from natural language, and autocompleting code as it is being written.…

Human-Computer Interaction · Computer Science 2023-02-15 Steven I. Ross , Fernando Martinez , Stephanie Houde , Michael Muller , Justin D. Weisz

Robot systems in education can leverage Large language models' (LLMs) natural language understanding capabilities to provide assistance and facilitate learning. This paper proposes a multimodal interactive robot (PhysicsAssistant) built on…

Robotics · Computer Science 2024-06-05 Ehsan Latif , Ramviyas Parasuraman , Xiaoming Zhai

Auto-regressive speech-text models pre-trained on interleaved text tokens and discretized speech tokens demonstrate strong speech understanding and generation, yet remain substantially less compute-efficient than text LLMs, partly due to…

Computation and Language · Computer Science 2026-03-11 Yen-Ju Lu , Yashesh Gaur , Wei Zhou , Benjamin Muller , Jesus Villalba , Najim Dehak , Luke Zettlemoyer , Gargi Ghosh , Mike Lewis , Srinivasan Iyer , Duc Le

Human mobility prediction is essential for applications like urban planning and transportation management, yet it remains challenging due to the complex, often implicit, intentions behind human behavior. Existing models predominantly focus…

Computation and Language · Computer Science 2024-08-26 Songwei Li , Jie Feng , Jiawei Chi , Xinyuan Hu , Xiaomeng Zhao , Fengli Xu

This paper identifies and analyzes applications in which Large Language Models (LLMs) can make Internet of Things (IoT) networks more intelligent and responsive through three case studies from critical topics: DDoS attack detection,…

Artificial Intelligence · Computer Science 2024-10-28 Mingyu Zong , Arvin Hekmati , Michael Guastalla , Yiyi Li , Bhaskar Krishnamachari

User Simulators play a pivotal role in training and evaluating task-oriented dialogue systems. Traditional user simulators typically rely on human-engineered agendas, resulting in generated responses that often lack diversity and…

Computation and Language · Computer Science 2024-05-24 Xiang Luo , Zhiwen Tang , Jin Wang , Xuejie Zhang

The integration of AI assistants into software development workflows is rapidly evolving, shifting from automation-assisted tasks to collaborative interactions between developers and AI. Large Language Models (LLMs) have demonstrated their…

Software Engineering · Computer Science 2025-06-16 Benedetta Donato , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli , Marco Somaschini

Our study delves into Multimodal Entity Linking, aligning the mention in multimodal information with entities in knowledge base. Existing methods are still facing challenges like ambiguous entity representations and limited image…

Computation and Language · Computer Science 2024-07-18 Shezheng Song , Shasha Li , Jie Yu , Shan Zhao , Xiaopeng Li , Jun Ma , Xiaodong Liu , Zhuo Li , Xiaoguang Mao

Currently, dialogue systems have achieved high performance in processing text-based communication. However, they have not yet effectively incorporated visual information, which poses a significant challenge. Furthermore, existing models…

Computation and Language · Computer Science 2023-12-19 Viktor Moskvoretskii , Anton Frolov , Denis Kuznetsov

Development of multimodal interactive systems is hindered by the lack of rich, multimodal (text, images) conversational data, which is needed in large quantities for LLMs. Previous approaches augment textual dialogues with retrieved images,…

Computation and Language · Computer Science 2024-10-04 Hossein Aboutalebi , Hwanjun Song , Yusheng Xie , Arshit Gupta , Justin Sun , Hang Su , Igor Shalyminov , Nikolaos Pappas , Siffi Singh , Saab Mansour

Transformers have revolutionized the machine learning landscape, gradually making their way into everyday tasks and equipping our computers with "sparks of intelligence". However, their runtime requirements have prevented them from being…

Machine Learning · Computer Science 2024-07-29 Stefanos Laskaridis , Kleomenis Katevas , Lorenzo Minto , Hamed Haddadi

While large language models have shown impressive capabilities across a wide range of domains, they still encounter significant challenges in reasoning tasks that require gathering evidence over multiple turns and drawing logical…

Artificial Intelligence · Computer Science 2024-10-16 Eryk Banatt , Jonathan Cheng , Skanda Vaidyanath , Tiffany Hwu

We present IMTLab, an open-source end-to-end interactive machine translation (IMT) system platform that enables researchers to quickly build IMT systems with state-of-the-art models, perform an end-to-end evaluation, and diagnose the…

Computation and Language · Computer Science 2023-10-18 Xu Huang , Zhirui Zhang , Ruize Gao , Yichao Du , Lemao Liu , Gouping Huang , Shuming Shi , Jiajun Chen , Shujian Huang

The integration of Large Language Models (LLMs) with Internet-of-Things (IoT) systems faces significant challenges in hardware heterogeneity and control complexity. The Model Context Protocol (MCP) emerges as a critical enabler, providing…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-03 Ningyuan Yang , Guanliang Lyu , Mingchen Ma , Yiyi Lu , Yiming Li , Zhihui Gao , Hancheng Ye , Jianyi Zhang , Tingjun Chen , Yiran Chen