Nonsymbolic Text Representation

October 03, 2016 ยท Declared Dead ยท ๐Ÿ› Conference of the European Chapter of the Association for Computational Linguistics

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Authors Hinrich Schuetze, Heike Adel, Ehsaneddin Asgari arXiv ID 1610.00479 Category cs.CL: Computation & Language Citations 19 Venue Conference of the European Chapter of the Association for Computational Linguistics Last Checked 3 months ago
Abstract
We introduce the first generic text representation model that is completely nonsymbolic, i.e., it does not require the availability of a segmentation or tokenization method that attempts to identify words or other symbolic units in text. This applies to training the parameters of the model on a training corpus as well as to applying it when computing the representation of a new text. We show that our model performs better than prior work on an information extraction and a text denoising task.
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