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Most work on building knowledge bases has focused on collecting entities and facts from as large a collection of documents as possible. We argue for and describe a new paradigm where the focus is on a high-recall extraction over a small…

Artificial Intelligence · Computer Science 2015-06-02 Travis Wolfe , Mark Dredze , James Mayfield , Paul McNamee , Craig Harman , Tim Finin , Benjamin Van Durme

We propose InsightNet, a novel approach for the automated extraction of structured insights from customer reviews. Our end-to-end machine learning framework is designed to overcome the limitations of current solutions, including the absence…

Computation and Language · Computer Science 2024-05-14 Sandeep Sricharan Mukku , Manan Soni , Jitenkumar Rana , Chetan Aggarwal , Promod Yenigalla , Rashmi Patange , Shyam Mohan

With the ever-increasing range of applications of Internet in Things (IoT) and sensor networks, challenges are emerging in various categories of classification tasks. Applications such as vehicular networking, UAV swarm coordination and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-01 Andrew Nash , Dirk Pesch , Krishnendu Guha

We present a survey of ways in which existing scientific knowledge are included when constructing models with neural networks. The inclusion of domain-knowledge is of special interest not just to constructing scientific assistants, but…

Machine Learning · Computer Science 2022-01-25 Tirtharaj Dash , Sharad Chitlangia , Aditya Ahuja , Ashwin Srinivasan

Smart city projects address many of the current problems afflicting high populated areas and cities and, as such, are a target for government, institutions and private organizations that plan to explore its foreseen advantages. In technical…

Networking and Internet Architecture · Computer Science 2018-10-30 Joberto S. B. Martins

Community Question Answering (CQA) websites can be claimed as the most major venues for knowledge sharing, and the most effective way of exchanging knowledge at present. Considering that massive amount of users are participating online and…

Information Retrieval · Computer Science 2018-10-29 Chaoran Huang , Lina Yao , Xianzhi Wang , Boualem Benatallah , Xiang Zhang

The methodological foundations of the construction of information technology, formalized models and tools for the implementation of the research-related design of smart systems based on the use of the concepts of transdisciplinarity and…

Computers and Society · Computer Science 2022-01-04 Oleksandr Palagin , Mykola Petrenko , Kyrylo Malakhov

Many human knowledge systems, such as science, law, and invention, are built on documents and the citations that link them. Citations, while serving multiple purposes, primarily function as a way to explicitly document the use of prior work…

Physics and Society · Physics 2025-01-29 Sadamori Kojaku , Robert Mahari , Sandro Claudio Lera , Esteban Moro , Alex Pentland , Yong-Yeol Ahn

This paper develops the concept of knowledge and its exchange using Semantic Web technologies. It points out that knowledge is more than information because it embodies the meaning, that is to say semantic and context. These characteristics…

Artificial Intelligence · Computer Science 2018-11-01 Laurent Buzon , Abdelaziz Bouras , Yacine Ouzrout

The increasing popularity and diversity of social media sites has encouraged more and more people to participate in multiple online social networks to enjoy their services. Each user may create a user identity to represent his or her unique…

Social and Information Networks · Computer Science 2019-03-07 Wen Zhang , Kai Shu , Huan Liu , Yalin Wang

Knowledge Distillation (KD) is a popular technique to transfer knowledge from a teacher model or ensemble to a student model. Its success is generally attributed to the privileged information on similarities/consistency between the class…

Machine Learning · Computer Science 2021-07-02 Zhen Huang , Xu Shen , Jun Xing , Tongliang Liu , Xinmei Tian , Houqiang Li , Bing Deng , Jianqiang Huang , Xian-Sheng Hua

Information spreads on complex social networks extremely fast, in other words, a piece of information can go viral within no time. Often it is hard to barricade this diffusion prior to the significant occurrence of chaos, be it a social…

Social and Information Networks · Computer Science 2019-10-29 Ramya Akula , Niloofar Yousefi , Ivan Garibay

AI-infused systems have demonstrated remarkable capabilities in addressing diverse human needs within online communities. Their widespread adoption has shaped user experiences and community dynamics at scale. However, designing such systems…

Human-Computer Interaction · Computer Science 2026-04-08 Yuanhao Zhang , Xiaoyu Wang , Jiaxiong Hu , Ziqi Pan , Zhenhui Peng , Xiaojuan Ma

Knowledge acquisition and exchange are generally crucial yet costly for both businesses and individuals, especially when the knowledge concerns various areas. Question Answering Communities offer an opportunity for sharing knowledge at a…

Information Retrieval · Computer Science 2018-08-08 Chaoran Huang , Lina Yao , Xianzhi Wang , Boualem Benatallah , Shuai Zhang , Manqing Dong

Building and maintaining knowledge about specific interface technologies is a challenge. Current solutions include standard file-based document repositories, wikis, and other online tools. However, these solutions are often only available…

Human-Computer Interaction · Computer Science 2020-09-21 Elena Stoll , Dietrich Kammer

A good personalized product search (PPS) system should not only focus on retrieving relevant products, but also consider user personalized preference. Recent work on PPS mainly adopts the representation learning paradigm, e.g., learning…

Information Retrieval · Computer Science 2022-02-11 Dian Cheng , Jiawei Chen , Wenjun Peng , Wenqin Ye , Fuyu Lv , Tao Zhuang , Xiaoyi Zeng , Xiangnan He

Computations related to learning processes within an organizational social network area require some network model preparation and specific algorithms in order to implement human behaviors in simulated environments. The proposals in this…

Computers and Society · Computer Science 2015-05-13 Przemyslaw Rozewski , Jaroslaw Jankowski , Piotr Brodka , Radoslaw Michalski

Knowledge analysis is an important application of knowledge graphs. In this paper, we present a complex knowledge analysis problem that discovers the gaps in the technology areas of interest to an organization. Our knowledge graph is…

Databases · Computer Science 2021-09-14 Aurpon Gupta , Subhasis Dasgupta , Snehasis Sinha , Amarnath Gupta

We describe Quizz, a gamified crowdsourcing system that simultaneously assesses the knowledge of users and acquires new knowledge from them. Quizz operates by asking users to complete short quizzes on specific topics; as a user answers the…

Artificial Intelligence · Computer Science 2015-06-04 Panagiotis G. Ipeirotis , Evgeniy Gabrilovich

Knowledge graph (KG) plays an increasingly important role in recommender systems. A recent technical trend is to develop end-to-end models founded on graph neural networks (GNNs). However, existing GNN-based models are coarse-grained in…

Information Retrieval · Computer Science 2021-02-16 Xiang Wang , Tinglin Huang , Dingxian Wang , Yancheng Yuan , Zhenguang Liu , Xiangnan He , Tat-Seng Chua
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