Difference between revisions of "Fine-Grained Named Entity Classification with Wikipedia Article Vectors"

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[[Category:Scientific works]]

Latest revision as of 07:30, 13 February 2021


Fine-Grained Named Entity Classification with Wikipedia Article Vectors
Authors
Masatoshi Suzuki
Koji Matsuda
Satoshi Sekine
Naoaki Okazaki
Kentaro Inui
Publication date
2016
DOI
10.1109/WI.2016.0080
Links
Original

Fine-Grained Named Entity Classification with Wikipedia Article Vectors - scientific work related to Wikipedia quality published in 2016, written by Masatoshi Suzuki, Koji Matsuda, Satoshi Sekine, Naoaki Okazaki and Kentaro Inui.

Overview

This paper addresses the task of assigning multiple labels of fine-grained named entity (NE) types to Wikipedia articles. To address the sparseness of the input feature space, which is salient particularly in fine-grained type classification, authors propose to learn article vectors (i.e. entity embeddings) from hypertext structure of Wikipedia using a Skip-gram model and incorporate them into the input feature set. To conduct large-scale practical experiments, authors created a new dataset containing over 22,000 manually labeled instances. The results of experiments show that idea gained statistically significant improvements in classification results.

Embed

Wikipedia Quality

Suzuki, Masatoshi; Matsuda, Koji; Sekine, Satoshi; Okazaki, Naoaki; Inui, Kentaro. (2016). "[[Fine-Grained Named Entity Classification with Wikipedia Article Vectors]]".DOI: 10.1109/WI.2016.0080.

English Wikipedia

{{cite journal |last1=Suzuki |first1=Masatoshi |last2=Matsuda |first2=Koji |last3=Sekine |first3=Satoshi |last4=Okazaki |first4=Naoaki |last5=Inui |first5=Kentaro |title=Fine-Grained Named Entity Classification with Wikipedia Article Vectors |date=2016 |doi=10.1109/WI.2016.0080 |url=https://wikipediaquality.com/wiki/Fine-Grained_Named_Entity_Classification_with_Wikipedia_Article_Vectors}}

HTML

Suzuki, Masatoshi; Matsuda, Koji; Sekine, Satoshi; Okazaki, Naoaki; Inui, Kentaro. (2016). &quot;<a href="https://wikipediaquality.com/wiki/Fine-Grained_Named_Entity_Classification_with_Wikipedia_Article_Vectors">Fine-Grained Named Entity Classification with Wikipedia Article Vectors</a>&quot;.DOI: 10.1109/WI.2016.0080.