Entity Linking

55 papers with code · Natural Language Processing

Benchmarks

Greatest papers with code

Named Entity Recognition with Bidirectional LSTM-CNNs

TACL 2016 flairNLP/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

ERNIE: Enhanced Language Representation with Informative Entities

ACL 2019 thunlp/ERNIE

Neural language representation models such as BERT pre-trained on large-scale corpora can well capture rich semantic patterns from plain text, and be fine-tuned to consistently improve the performance of various NLP tasks.

ENTITY LINKING ENTITY TYPING KNOWLEDGE GRAPHS LINGUISTIC ACCEPTABILITY NATURAL LANGUAGE INFERENCE PARAPHRASE IDENTIFICATION SEMANTIC TEXTUAL SIMILARITY SENTIMENT ANALYSIS

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

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

Zero-shot Entity Linking with Dense Entity Retrieval

10 Nov 2019facebookresearch/BLINK

We consider the zero-shot entity-linking challenge where each entity is defined by a short textual description, and the model must read these descriptions together with the mention context to make the final linking decisions.

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

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

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