Entity Disambiguation with Web Links

2015-01-01 · TACL 2015 1 · Andrew Chisholm, Ben Hachey

Entity disambiguation with Wikipedia relies on structured information from redirect pages, article text, inter-article links, and categories. We explore whether web links can replace a curated encyclopaedia, obtaining entity prior, name, context, and coherence models from a corpus of web pages with links to Wikipedia. Experiments compare web link models to Wikipedia models on well-known conll and tac data sets. Results show that using 34 million web links approaches Wikipedia performance. Combining web link and Wikipedia models produces the best-known disambiguation accuracy of 88.7 on standard newswire test data.

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wikilinks/nel 공식 구현

Tasks

Entity Disambiguation Entity Linking Knowledge Base Population

MMEAD: MS MARCO Entity Annotations and Disambiguations

2023-09-14 · Chris Kamphuis, Aileen Lin, Siwen Yang, Jimmy Lin 외

MMEAD, or MS MARCO Entity Annotations and Disambiguations, is a resource for entity links for the MS MARCO datasets. We specify a format to store and share links for both document and passage collections of MS MARCO. Fol…

Entity Embeddings

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2015-06-01 · SEMEVAL 2015 6 · Ander Barrena, Aitor Soroa, Eneko Agirre

Entity Disambiguation Entity Linking

Named Entity Disambiguation for Noisy Text

2017-06-28 · CONLL 2017 8 · Yotam Eshel, Noam Cohen, Kira Radinsky, Shaul Markovitch 외

We address the task of Named Entity Disambiguation (NED) for noisy text. We present WikilinksNED, a large-scale NED dataset of text fragments from the web, which is significantly noisier and more challenging than existin…

Entity Disambiguation Entity Embeddings

Generating a Large-Scale Entity Linking Dictionary from Wikipedia Link Structure and Article Text

2016-05-01 · LREC 2016 5 · Ravindra Harige, Paul Buitelaar

Wikipedia has been increasingly used as a knowledge base for open-domain Named Entity Linking and Disambiguation. In this task, a dictionary with entity surface forms plays an important role in finding a set of candidate…

Entity Linking

Studying the Wikipedia Hyperlink Graph for Relatedness and Disambiguation

2015-03-05 · Eneko Agirre, Ander Barrena, Aitor Soroa

Hyperlinks and other relations in Wikipedia are a extraordinary resource which is still not fully understood. In this paper we study the different types of links in Wikipedia, and contrast the use of the full graph with …

Entity Disambiguation