Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss on ShortScience.org

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Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss
Plank, Barbara and Søgaard, Anders and Goldberg, Yoav
Association for Computational Linguistics - 2016 via Local Bibsonomy
Keywords: dblp

Summaries/Notes 1

[link] Summary by Marek Rei 6 years ago

Doing POS tagging using a bidirectional LSTM with word- and character-based embeddings. They add an extra component to the loss function – predicting a frequency class for each word, together with their POS tag. Results show that overall performance remains similar, but there’s an improvement in tagging accuracy for low-frequency words.

https://i.imgur.com/nwb8dOC.png

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