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References & Citations

Abstract: Inspired by how humans summarize long documents, we propose an accurate and fast summarization model that first selects salient sentences and then rewrites them abstractively (i.e., compresses and paraphrases) to generate a concise overall summary. We use a novel sentence-level policy gradient method to bridge the non-differentiable computation between these two neural networks in a hierarchical way, while maintaining language fluency. Empirically, we achieve the new state-of-the-art on all metrics (including human evaluation) on the CNN/Daily Mail dataset, as well as significantly higher abstractiveness scores. Moreover, by first operating at the sentence-level and then the word-level, we enable parallel decoding of our neural generative model that results in substantially faster (10-20x) inference speed as well as 4x faster training convergence than previous long-paragraph encoder-decoder models. We also demonstrate the generalization of our model on the test-only DUC-2002 dataset, where we achieve higher scores than a state-of-the-art model.
Comments: ACL 2018 (17 pages)
Mushroom Neck Fanideaz T Shirt Cotton Black Mario Women s Pocket Round Printed pLoQVNeYX Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mushroom s Fanideaz Black Shirt Mario Round Neck Pocket Cotton T Women Printed 31g5D3i Cite as: slim stretchable mens light fit denim Landloper jeans blue UZe0OFDwDZ
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


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Wash Before You Use,Do Not Dry Clean,Do Not Iron on Print,Do Not Bleach,Wash Below 35 Degree Celsius,Use Mild Detergents Only.
Actual Colors may vary slightly from the photograph
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Round Neck
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