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Entity Linking

34 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 (NER) 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 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 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

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 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

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 (NER)