An Error-Oriented Approach to Word Embedding Pre-Training on ShortScience.org

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An Error-Oriented Approach to Word Embedding Pre-Training
Farag, Youmna and Rei, Marek and Briscoe, Ted
Association for Computational Linguistics BEA@EMNLP - 2017 via Local Bibsonomy
Keywords: dblp

Summaries/Notes 1

[link] Summary by Marek Rei 6 years ago

Introduces a process for pre-training word embeddings with an objective that optimises them to distinguish between grammatical and ungrammatical sequences. This is then extended to also distinguish between correct and incorrect versions of the same sentence. The embeddings are then used in a network for essay scoring, improving performance compared to previous methods.

https://i.imgur.com/1tyrlFB.png

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