Wikireading: a Novel Large-Scale Language Understanding Task over Wikipedia

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Wikireading: a Novel Large-Scale Language Understanding Task over Wikipedia
Authors
Daniel Hewlett
Alexandre Lacoste
Llion Jones
Illia Polosukhin
Andrew Fandrianto
Jay Han
Matthew Kelcey
David Berthelot
Publication date
2016
DOI
10.18653/v1/P16-1145
Links
Original Preprint

Wikireading: a Novel Large-Scale Language Understanding Task over Wikipedia - scientific work related to Wikipedia quality published in 2016, written by Daniel Hewlett, Alexandre Lacoste, Llion Jones, Illia Polosukhin, Andrew Fandrianto, Jay Han, Matthew Kelcey and David Berthelot.

Overview

Authors present WIKIREADING, a large-scale natural language understanding task and publicly-available dataset with 18 million instances. The task is to predict textual values from the structured knowledge base Wikidata by reading the text of the corresponding Wikipedia articles. The task contains a rich variety of challenging classification and extraction sub-tasks, making it well-suited for end-to-end models such as deep neural networks (DNNs). Authors compare various state-of-the-art DNNbased architectures for document classification, information extraction, and question answering. Authors find that models supporting a rich answer space, such as word or character sequences, perform best. Authors best-performing model, a word-level sequence to sequence model with a mechanism to copy out-of-vocabulary words, obtains an accuracy of 71.8%.

Embed

Wikipedia Quality

Hewlett, Daniel; Lacoste, Alexandre; Jones, Llion; Polosukhin, Illia; Fandrianto, Andrew; Han, Jay; Kelcey, Matthew; Berthelot, David. (2016). "[[Wikireading: a Novel Large-Scale Language Understanding Task over Wikipedia]]".DOI: 10.18653/v1/P16-1145.

English Wikipedia

{{cite journal |last1=Hewlett |first1=Daniel |last2=Lacoste |first2=Alexandre |last3=Jones |first3=Llion |last4=Polosukhin |first4=Illia |last5=Fandrianto |first5=Andrew |last6=Han |first6=Jay |last7=Kelcey |first7=Matthew |last8=Berthelot |first8=David |title=Wikireading: a Novel Large-Scale Language Understanding Task over Wikipedia |date=2016 |doi=10.18653/v1/P16-1145 |url=https://wikipediaquality.com/wiki/Wikireading:_a_Novel_Large-Scale_Language_Understanding_Task_over_Wikipedia}}

HTML

Hewlett, Daniel; Lacoste, Alexandre; Jones, Llion; Polosukhin, Illia; Fandrianto, Andrew; Han, Jay; Kelcey, Matthew; Berthelot, David. (2016). &quot;<a href="https://wikipediaquality.com/wiki/Wikireading:_a_Novel_Large-Scale_Language_Understanding_Task_over_Wikipedia">Wikireading: a Novel Large-Scale Language Understanding Task over Wikipedia</a>&quot;.DOI: 10.18653/v1/P16-1145.