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Improving Sentence Compression By Learning To Predict Gaze

Sigrid Klerke, Yoav Goldberg, Anders Søgaard . Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies 2016 – 101 citations

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We show how eye-tracking corpora can be used to improve sentence compression models, presenting a novel multi-task learning algorithm based on multi-layer LSTMs. We obtain performance competitive with or better than state-of-the-art approaches.

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