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Intent detection is a key part of any Natural Language Understanding (NLU) system of a conversational assistant. Detecting the correct intent is essential yet difficult for email conversations where multiple directives and intents are…

Computation and Language · Computer Science 2022-08-22 Soham Deshmukh , Charles Lee

User intent understanding is a crucial step in designing both conversational agents and search engines. Detecting or inferring user intent is challenging, since the user utterances or queries can be short, ambiguous, and contextually…

Information Retrieval · Computer Science 2020-07-09 Ali Ahmadvand

Smart glasses are emerging as a promising interface between humans and artificial intelligence (AI) agents, enabling first-person perception, contextual awareness, and real-time assistance. However, continuous offloading of visual data from…

Signal Processing · Electrical Eng. & Systems 2026-04-28 Peiwen Jiang , Fangyu Liu , Jiajia Guo , Chao-Kai Wen , Shi Jin , Jun Zhang

Intent, a critical cognitive notion and mental state, is ubiquitous in human communication and problem-solving. Accurately understanding the underlying intent behind questions is imperative to reasoning towards correct answers. However,…

Computation and Language · Computer Science 2026-04-17 Yuwei Yin , Giuseppe Carenini

The recent development of Agentic AI systems, empowered by autonomous large language models (LLMs) agents with planning and tool-usage capabilities, enables new possibilities for the evolution of industrial automation and reduces the…

Machine Learning · Computer Science 2026-01-07 Marcos Lima Romero , Ricardo Suyama

Businesses have sought out new solutions to provide support and improve customer satisfaction as more products and services have become interconnected digitally. There is an inherent need for businesses to provide or outsource fast,…

Computation and Language · Computer Science 2023-08-01 Rasheed Mohammad , Oliver Favell , Shariq Shah , Emmett Cooper , Edlira Vakaj

Generative AI shifts interaction toward intent-based outcome specification, despite user intents being inherently vague, fluid, and evolving. While a growing body of HCI research has proposed diverse interaction techniques to support this…

Human-Computer Interaction · Computer Science 2026-01-29 Yoonsu Kim , Kihoon Son , Seoyoung Kim , Brandon Chin , Juho Kim

AI intent alignment, ensuring that AI produces outcomes as intended by users, is a critical challenge in human-AI interaction. The emergence of generative AI, including LLMs, has intensified the significance of this problem, as interactions…

Human-Computer Interaction · Computer Science 2024-06-21 Yoonsu Kim , Kihoon Son , Seoyoung Kim , Juho Kim

Complex natural language understanding modules in dialog systems have a richer understanding of user utterances, and thus are critical in providing a better user experience. However, these models are often created from scratch, for specific…

Computation and Language · Computer Science 2021-04-22 Brian Lester , Sagnik Ray Choudhury , Rashmi Prasad , Srinivas Bangalore

Any organization needs to improve their products, services, and processes. In this context, engaging with customers and understanding their journey is essential. Organizations have leveraged various techniques and technologies to support…

Computation and Language · Computer Science 2022-12-08 Sahar Moradizeyveh

Intent-Based Networking (IBN) presents a paradigm shift for network management, by promising to align intents and business objectives with network operations--in an automated manner. However, its practical realization is challenging: 1)…

Artificial Intelligence · Computer Science 2024-02-06 Kristina Dzeparoska , Ali Tizghadam , Alberto Leon-Garcia

Future networking systems are envisioned to become part of an agentic AI-native ecosystem in which a vast number of heterogeneous and specialized AI agents cooperate seamlessly to fulfill complex user requirements in real time. However,…

Artificial Intelligence · Computer Science 2026-05-08 Yong Xiao , Haoran Zhou , Yujie Zhou , Marwan Krunz

Dialogue agents, which perform specific tasks, are part of the long-term goal of NLP researchers to build intelligent agents that communicate with humans in natural language. Such systems should adapt easily from one domain to another to…

Computation and Language · Computer Science 2024-04-24 Jesse Atuhurra , Hidetaka Kamigaito , Taro Watanabe , Eric Nichols

The transition towards sixth-generation (6G) wireless networks necessitates autonomous orchestration mechanisms capable of translating high-level operational intents into executable network configurations. Existing approaches to…

Artificial Intelligence · Computer Science 2026-01-13 Genze Jiang , Kezhi Wang , Xiaomin Chen , Yizhou Huang

Intent-Based Networking (IBN) aims to simplify network management by enabling users to specify high-level goals that drive automated network design and configuration. However, translating informal natural-language intents into formally…

Networking and Internet Architecture · Computer Science 2025-09-30 Anis Bekri , Amar Abane , Abdella Battou , Saddek Bensalem

Mobile networks in the 5G and 6G era require to rethink how to manage security due to the introduction of new services, use cases, each with its own security requirements, while simultaneously expanding the threat landscape. Although…

Cryptography and Security · Computer Science 2025-10-01 Loay Abdelrazek , Filippo Rebecchi

Intent detection and slot filling are two main tasks for building a spoken language understanding (SLU) system. The two tasks are closely tied and the slots often highly depend on the intent. In this paper, we propose a novel framework for…

Computation and Language · Computer Science 2019-09-06 Libo Qin , Wanxiang Che , Yangming Li , Haoyang Wen , Ting Liu

The increasing proliferation of IoT devices and AI applications has created a demand for scalable and efficient computing solutions, particularly for applications requiring real-time processing. The compute continuum integrates edge and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-14 Negin Akbari , John Grundy , Aamir Cheema , Adel N. Toosi

Intent-based network automation is a promising tool to enable easier network management however certain challenges need to be effectively addressed. These are: 1) processing intents, i.e., identification of logic and necessary parameters to…

Networking and Internet Architecture · Computer Science 2024-12-24 Md Arafat Habib , Pedro Enrique Iturria Rivera , Yigit Ozcan , Medhat Elsayed , Majid Bavand , Raimundus Gaigalas , Melike Erol-Kantarci

With recent advancements in the sixth generation (6G) communication technologies, more vertical industries have encountered diverse network services. How to reduce energy consumption is critical to meet the expectation of the quality of…

Networking and Internet Architecture · Computer Science 2024-04-30 Yao Wang , Yijun Yu , Yexing Li , Dong Li , Xiaoxue Zhao , Chungang Yang