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Many AI applications rely on knowledge about a relevant real-world domain that is encoded by means of some logical knowledge base (KB). The most essential benefit of logical KBs is the opportunity to perform automatic reasoning to derive…

人工智能 · 计算机科学 2016-05-20 Patrick Rodler

Many AI applications rely on knowledge encoded in a locigal knowledge base (KB). The most essential benefit of such logical KBs is the opportunity to perform automatic reasoning which however requires a KB to meet some minimal quality…

人工智能 · 计算机科学 2017-05-31 Patrick Rodler

The knowledge base paradigm aims to express domain knowledge in a rich formal language, and to use this domain knowledge as a knowledge base to solve various problems and tasks that arise in the domain by applying multiple forms of…

人工智能 · 计算机科学 2016-07-06 Pieter Van Hertum , Ingmar Dasseville , Gerda Janssens , Marc Denecker

Description Logic Knowledge and Action Bases (KABs) have been recently introduced as a mechanism that provides a semantically rich representation of the information on the domain of interest in terms of a DL KB and a set of actions to…

人工智能 · 计算机科学 2013-04-25 Diego Calvanese , Evgeny Kharlamov , Marco Montali , Ario Santoso , Dmitriy Zheleznyakov

The necessity to manage inconsistency in Description Logics Knowledge Bases (KBs) has come to the fore with the increasing importance gained by the Semantic Web, where information comes from different sources that constantly change their…

人工智能 · 计算机科学 2025-08-06 Riccardo Zese , Evelina Lamma , Fabrizio Riguzzi

The deductive closure of an ideal knowledge base (KB) contains exactly the logical queries that the KB can answer. However, in practice KBs are both incomplete and over-specified, failing to answer some queries that have real-world answers.…

机器学习 · 计算机科学 2021-02-01 Haitian Sun , Andrew O. Arnold , Tania Bedrax-Weiss , Fernando Pereira , William W. Cohen

Real-world semantic or knowledge-based systems, e.g., in the biomedical domain, can become large and complex. Tool support for the localization and repair of faults within knowledge bases of such systems can therefore be essential for their…

人工智能 · 计算机科学 2022-08-08 Patrick Rodler , Dietmar Jannach , Konstantin Schekotihin , Philipp Fleiss

Relational knowledge bases (KBs) are commonly used to represent world knowledge in machines. However, while advantageous for their high degree of precision and interpretability, KBs are usually organized according to manually-defined…

计算与语言 · 计算机科学 2021-09-13 Tara Safavi , Danai Koutra

Knowledge Bases (KBs) provide structured representation of the real-world in the form of extensive collections of facts about real-world entities, their properties and relationships. They are ubiquitous in large-scale intelligent systems…

人工智能 · 计算机科学 2022-11-03 Suhas Shrinivasan , Simon Razniewski

Knowledge base (KB) is an important aspect in artificial intelligence. One significant challenge faced by KB construction is that it contains many noises, which prevents its effective usage. Even though some KB cleansing algorithms have…

人工智能 · 计算机科学 2018-08-07 Sifan Liu , Hongzhi Wang

The usefulness and usability of knowledge bases (KBs) is often limited by quality issues. One common issue is the presence of erroneous assertions, often caused by lexical or semantic confusion. We study the problem of correcting such…

人工智能 · 计算机科学 2020-01-22 Jiaoyan Chen , Xi Chen , Ian Horrocks , Ernesto Jimenez-Ruiz , Erik B. Myklebus

The problem of explaining inconsistency-tolerant reasoning in knowledge bases (KBs) is a prominent topic in Artificial Intelligence (AI). While there is some work on this problem, the explanations provided by existing approaches often lack…

人工智能 · 计算机科学 2025-02-18 Loan Ho , Stefan Schlobach

Knowledge bases (KBs) are often incomplete and constantly changing in practice. Yet, in many question answering applications coupled with knowledge bases, the sparse nature of KBs is often overlooked. To this end, we propose a case-based…

General-purpose knowledge bases (KBs) are a cornerstone of knowledge-centric AI. Many of them are constructed pragmatically from Web sources, and are thus far from complete. This poses challenges for the consumption as well as the curation…

人工智能 · 计算机科学 2023-12-07 Simon Razniewski , Hiba Arnaout , Shrestha Ghosh , Fabian Suchanek

Question answering over knowledge bases (KBs) aims to answer natural language questions with factual information such as entities and relations in KBs. Previous methods either generate logical forms that can be executed over KBs to obtain…

计算与语言 · 计算机科学 2023-04-18 Donghan Yu , Sheng Zhang , Patrick Ng , Henghui Zhu , Alexander Hanbo Li , Jun Wang , Yiqun Hu , William Wang , Zhiguo Wang , Bing Xiang

This paper tackles the problem of the semantic gap between a document and a query within an ad-hoc information retrieval task. In this context, knowledge bases (KBs) have already been acknowledged as valuable means since they allow the…

信息检索 · 计算机科学 2016-06-24 Gia-Hung Nguyen , Lynda Tamine , Laure Soulier , Nathalie Bricon-Souf

Knowledge bases (KBs) and text often contain complementary knowledge: KBs store structured knowledge that can support long range reasoning, while text stores more comprehensive and timely knowledge in an unstructured way. Separately…

计算与语言 · 计算机科学 2021-06-04 Vardaan Pahuja , Yu Gu , Wenhu Chen , Mehdi Bahrami , Lei Liu , Wei-Peng Chen , Yu Su

Recently, several approaches to updating knowledge bases modeled as extended logic programs have been introduced, ranging from basic methods to incorporate (sequences of) sets of rules into a logic program, to more elaborate methods which…

人工智能 · 计算机科学 2007-05-23 T. Eiter , M. Fink , G. Sabbatini , H. Tompits

In this paper, we explore the issue of inconsistency handling over prioritized knowledge bases (KBs), which consist of an ontology, a set of facts, and a priority relation between conflicting facts. In the database setting, a closely…

计算机科学中的逻辑 · 计算机科学 2026-05-27 Meghyn Bienvenu , Camille Bourgaux

This study explores the realm of knowledge base question answering (KBQA). KBQA is considered a challenging task, particularly in parsing intricate questions into executable logical forms. Traditional semantic parsing (SP)-based methods…

计算与语言 · 计算机科学 2025-03-13 Guanming Xiong , Junwei Bao , Wen Zhao
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