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 |
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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%.
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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). "<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>".DOI: 10.18653/v1/P16-1145.