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Entity Linking

41 papers with code · Natural Language Processing

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Named Entity Recognition with Bidirectional LSTM-CNNs

TACL 2016 zalandoresearch/flair

Named entity recognition is a challenging task that has traditionally required large amounts of knowledge in the form of feature engineering and lexicons to achieve high performance.

ENTITY LINKING FEATURE ENGINEERING NAMED ENTITY RECOGNITION WORD EMBEDDINGS

DeepType: Multilingual Entity Linking by Neural Type System Evolution

3 Feb 2018openai/deeptype

The wealth of structured (e. g. Wikidata) and unstructured data about the world available today presents an incredible opportunity for tomorrow's Artificial Intelligence.

ENTITY EMBEDDINGS ENTITY LINKING STOCHASTIC OPTIMIZATION

Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation

CONLL 2016 wikipedia2vec/wikipedia2vec

The KB graph model learns the relatedness of entities using the link structure of the KB, whereas the anchor context model aims to align vectors such that similar words and entities occur close to one another in the vector space by leveraging KB anchors and their context words.

ENTITY DISAMBIGUATION ENTITY LINKING

Entity Disambiguation with Web Links

TACL 2015 wikilinks/nel

Entity disambiguation with Wikipedia relies on structured information from redirect pages, article text, inter-article links, and categories.

ENTITY DISAMBIGUATION ENTITY LINKING KNOWLEDGE BASE POPULATION

End-to-End Neural Entity Linking

CONLL 2018 dalab/end2end_neural_el

Entity Linking (EL) is an essential task for semantic text understanding and information extraction.

ENTITY DISAMBIGUATION ENTITY EMBEDDINGS ENTITY LINKING

MAG: A Multilingual, Knowledge-base Agnostic and Deterministic Entity Linking Approach

17 Jul 2017AKSW/AGDISTIS

Currently, the best performing approaches rely on trained mono-lingual models.

ENTITY LINKING

MedMentions: A Large Biomedical Corpus Annotated with UMLS Concepts

25 Feb 2019chanzuckerberg/MedMentions

This paper presents the formal release of MedMentions, a new manually annotated resource for the recognition of biomedical concepts.

ENTITY LINKING NAMED ENTITY RECOGNITION

Improving Entity Linking by Modeling Latent Relations between Mentions

ACL 2018 lephong/mulrel-nel

Entity linking involves aligning textual mentions of named entities to their corresponding entries in a knowledge base.

ENTITY LINKING

Open-World Knowledge Graph Completion

9 Nov 2017bxshi/ConMask

Knowledge Graphs (KGs) have been applied to many tasks including Web search, link prediction, recommendation, natural language processing, and entity linking.

ENTITY LINKING KNOWLEDGE GRAPH COMPLETION LINK PREDICTION