Semanlink - Virtual knowledge graph

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Knowledge Graphs

Virtual knowledge graph

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4 Documents (Liste longue)

[2102.07043] Reasoning Over Virtual Knowledge Bases With Open Predicate Relations

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> a method for constructing **a virtual KB (VKB) trained entirely from text**

Open Predicate Query Language (OPQL): constructing a virtual knowledge base (VKB) that supports KB reasoning & open-domain QA, tackling the incompleteness of knowledge bases by constructing a virtual KB only from text

> OPQL constructs
a VKB by **encoding and indexing a set of
relation mentions** in a way that naturally enables
reasoning and can be trained without any structured
supervision.

> can be used
as an **external memory integrated into a language
model**

cf. this earlier paper [[2002.10640] Differentiable Reasoning over a Virtual Knowledge Base](doc:2020/07/2002_10640_differentiable_rea). But does not require an initial structured KB for distant
supervision.

> The key idea in constructing the OPQL VKB is to use a
dual-encoder pre-training process, similar to 
[[1906.03158] Matching the Blanks: Distributional Similarity for Relation Learning](doc:2021/05/1906_03158_matching_the_blank)

Related work section refers to [[1909.04164] Knowledge Enhanced Contextual Word Representations](doc:2020/05/1909_04164_knowledge_enhanced). Also refers to [[2007.00849] Facts as Experts: Adaptable and Interpretable Neural Memory over Symbolic Knowledge](doc:2020/07/2007_00849_facts_as_experts_) (some authors in common)

2021-06-20 A propos

[2008.08995] Constructing a Knowledge Graph from Unstructured Documents without External Alignment

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2020-08-21 A propos

[2002.10640] Differentiable Reasoning over a Virtual Knowledge Base

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2020-07-11 A propos

Virtual Knowledge Graphs: An Overview of Systems and Use Cases | MIT Press Journals (2019)

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2019-05-28 A propos

Propriétés

sl:creationDate : 2019-08-03
sl:creationTime : 2019-08-03T20:02:05Z
rdf:type : sl:Tag
skos:prefLabel : Virtual knowledge graph