Word Ordering Without Syntax

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Authors Allen Schmaltz, Alexander M. Rush, Stuart M. Shieber
Journal/Conference Name EMNLP 2016 11
Paper Category
Paper Abstract Recent work on word ordering has argued that syntactic structure is important, or even required, for effectively recovering the order of a sentence. We find that, in fact, an n-gram language model with a simple heuristic gives strong results on this task. Furthermore, we show that a long short-term memory (LSTM) language model is even more effective at recovering order, with our basic model outperforming a state-of-the-art syntactic model by 11.5 BLEU points. Additional data and larger beams yield further gains, at the expense of training and search time.
Date of publication 2016
Code Programming Language HTML

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