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Machine knowledge: Creation and curation of comprehensive knowledge bases
Equip** machines with comprehensive knowledge of the world's entities and their
relationships has been a longstanding goal of AI. Over the last decade, large-scale …
relationships has been a longstanding goal of AI. Over the last decade, large-scale …
Knowledge vault: A web-scale approach to probabilistic knowledge fusion
Recent years have witnessed a proliferation of large-scale knowledge bases, including
Wikipedia, Freebase, YAGO, Microsoft's Satori, and Google's Knowledge Graph. To increase …
Wikipedia, Freebase, YAGO, Microsoft's Satori, and Google's Knowledge Graph. To increase …
Learning dense representations for entity retrieval
We show that it is feasible to perform entity linking by training a dual encoder (two-tower)
model that encodes mentions and entities in the same dense vector space, where candidate …
model that encodes mentions and entities in the same dense vector space, where candidate …
Open-world knowledge graph completion
Abstract Knowledge Graphs (KGs) have been applied to many tasks including Web search,
link prediction, recommendation, natural language processing, and entity linking. However …
link prediction, recommendation, natural language processing, and entity linking. However …
Entity linking with a knowledge base: Issues, techniques, and solutions
The large number of potential applications from bridging web data with knowledge bases
have led to an increase in the entity linking research. Entity linking is the task to link entity …
have led to an increase in the entity linking research. Entity linking is the task to link entity …
Entity linking meets word sense disambiguation: a unified approach
Abstract Entity Linking (EL) and Word Sense Disambiguation (WSD) both address the lexical
ambiguity of language. But while the two tasks are pretty similar, they differ in a fundamental …
ambiguity of language. But while the two tasks are pretty similar, they differ in a fundamental …
Proje: Embedding projection for knowledge graph completion
With the large volume of new information created every day, determining the validity of
information in a knowledge graph and filling in its missing parts are crucial tasks for many …
information in a knowledge graph and filling in its missing parts are crucial tasks for many …
[HTML][HTML] Open-cykg: An open cyber threat intelligence knowledge graph
Instant analysis of cybersecurity reports is a fundamental challenge for security experts as
an immeasurable amount of cyber information is generated on a daily basis, which …
an immeasurable amount of cyber information is generated on a daily basis, which …
From freebase to wikidata: The great migration
Collaborative knowledge bases that make their data freely available in a machine-readable
form are central for the data strategy of many projects and organizations. The two major …
form are central for the data strategy of many projects and organizations. The two major …
Investigating entity knowledge in BERT with simple neural end-to-end entity linking
S Broscheit - arxiv preprint arxiv:2003.05473, 2020 - arxiv.org
A typical architecture for end-to-end entity linking systems consists of three steps: mention
detection, candidate generation and entity disambiguation. In this study we investigate the …
detection, candidate generation and entity disambiguation. In this study we investigate the …