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Tool-calling autonomous agents based on large language models using ReAct exhibit three limitations: serial latency, quadratic context growth, and vulnerability to prompt injection and hallucination. Recent work moves towards separating…

Software Engineering · Computer Science 2026-04-06 Cormac Guerin , Frank Guerin

In task-oriented dialogue systems, intent detection is crucial for interpreting user queries and providing appropriate responses. Existing research primarily addresses simple queries with a single intent, lacking effective systems for…

Computation and Language · Computer Science 2024-10-31 Ankan Mullick , Sombit Bose , Abhilash Nandy , Gajula Sai Chaitanya , Pawan Goyal

Intent detection is a critical component of task-oriented dialogue systems (TODS) which enables the identification of suitable actions to address user utterances at each dialog turn. Traditional approaches relied on computationally…

Computation and Language · Computer Science 2024-10-03 Gaurav Arora , Shreya Jain , Srujana Merugu

Security Enhanced Linux (SELinux) is a security architecture for Linux implementing mandatory access control. It has been used in numerous security-critical contexts ranging from servers to mobile devices. But this is challenging as SELinux…

Cryptography and Security · Computer Science 2022-06-01 Lorenzo Ceragioli , Letterio Galletta , Pierpaolo Degano , David Basin

Understanding a user's query intent behind a search is critical for modern search engine success. Accurate query intent prediction allows the search engine to better serve the user's need by rendering results from more relevant categories.…

Computation and Language · Computer Science 2020-08-19 Xiaowei Liu , Weiwei Guo , Huiji Gao , Bo Long

Dialogue systems often fail when user utterances are semantically complete yet lack the clarity and completeness required for appropriate system action. This mismatch arises because users frequently do not fully understand their own needs,…

Artificial Intelligence · Computer Science 2025-08-26 Yaoyao Qian , Jindan Huang , Yuanli Wang , Simon Yu , Kyrie Zhixuan Zhou , Jiayuan Mao , Mingfu Liang , Hanhan Zhou

We address the problem of constructing a knowledge base of entity-oriented search intents. Search intents are defined on the level of entity types, each comprising of a high-level intent category (property, website, service, or other),…

Information Retrieval · Computer Science 2018-09-05 Darío Garigliotti , Krisztian Balog

Checking the compliance of software against laws, regulations and contracts is increasingly important and costly as the embedding of software into societal practices is becoming more pervasive. Moreover, the digitalised services provided by…

Software Engineering · Computer Science 2026-05-25 L. Thomas van Binsbergen , Christopher A. Esterhuyse , Tim Müller

The shift toward intent-driven software engineering (often termed "Vibe Coding") exposes a critical Context-Fidelity Trade-off: vague user intents overwhelm linear reasoning chains, leading to architectural collapse in complex repo-level…

Software Engineering · Computer Science 2026-04-16 Yi Lin , Lujin Zhao , Yijie Shi

Decentralized Finance (DeFi) is a prominent application of smart contracts, representing a novel financial paradigm in contrast to centralized finance. While DeFi applications are rapidly emerging on mainstream blockchain platforms, their…

Software Engineering · Computer Science 2024-01-12 Wei Ma , Chenguang Zhu , Ye Liu , Xiaofei Xie , Yi Li

Understanding the motivations underlying scholarly citations is essential to evaluate research impact and promote transparent scholarly communication. This study introduces CiteFusion, an ensemble framework designed to address the…

Computation and Language · Computer Science 2025-11-03 Lorenzo Paolini , Sahar Vahdati , Angelo Di Iorio , Robert Wardenga , Ivan Heibi , Silvio Peroni

The cloud-enabled Internet of controlled things (IoCT) envisions a network of sensors, controllers, and actuators connected through a local cloud in order to intelligently control physical devices. Because cloud services are vulnerable to…

Cryptography and Security · Computer Science 2018-11-16 Jeffrey Pawlick , Juntao Chen , Quanyan Zhu

Large language models (LLMs) have demonstrated the potential to mimic human social intelligence. However, most studies focus on simplistic and static self-report or performance-based tests, which limits the depth and validity of the…

Artificial Intelligence · Computer Science 2024-11-05 Ziyi Liu , Abhishek Anand , Pei Zhou , Jen-tse Huang , Jieyu Zhao

Information Centric Networking (ICN) has been proposed as a new networking paradigm in which the network provides users with content instead communication channels between hosts. The Software Defined Networking (SDN) approach promises to be…

Networking and Internet Architecture · Computer Science 2013-11-01 Stefano Salsano , Nicola Blefari-Melazzi , Andrea Detti , Giacomo Morabito , Luca Veltri

The rapid expansion of Internet of Things (IoT) ecosystems has introduced growing complexities in device management and network security. To address these challenges, we present a unified framework that combines context-driven large…

Networking and Internet Architecture · Computer Science 2024-12-31 Daniel Adu Worae , Athar Sheikh , Spyridon Mastorakis

In this paper, we propose a novel model named DemiNet (short for DEpendency-Aware Multi-Interest Network) to address the above two issues. To be specific, we first consider various dependency types between item nodes and perform…

Information Retrieval · Computer Science 2024-03-12 Yule Wang , Qiang Luo , Yue Ding , Yunzhe Li , Dong Wang , Hongbo Deng

Transformer-based large language models (LLMs) have demonstrated impressive capabilities in a variety of natural language processing (NLP) tasks. Nonetheless, it is challenging to deploy and fine-tune LLMs on mobile edge devices with…

Machine Learning · Computer Science 2023-11-23 Yuhao Chen , Yuxuan Yan , Qianqian Yang , Yuanchao Shu , Shibo He , Jiming Chen

Discovering customer intentions is crucial for automated service agents, yet existing intent clustering methods often fall short due to their reliance on embedding distance metrics and neglect of underlying semantic structures. To address…

Computation and Language · Computer Science 2026-02-18 Mengze Hong , Wailing Ng , Chen Jason Zhang , Yuanfeng Song , Di Jiang

Engineered solutions are becoming more complex and multi-disciplinary in nature. This evolution requires new techniques to enhance design and analysis tasks that incorporate data integration and interoperability across various engineering…

Artificial Intelligence · Computer Science 2022-06-22 Daniel Dunbar , Thomas Hagedorn , Mark Blackburn , John Dzielski , Steven Hespelt , Benjamin Kruse , Dinesh Verma , Zhongyuan Yu

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
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