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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)
Men Kielz Black Shoes Casual hrPCoSicf1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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  (or MEN DERBY FOR SHOES KICKS DERBY TAN gYhvB
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for this version)

Submission history

From: Yen-Chun Chen [ formal 44 Leather UK Tan Formal Shoes ALESTINO Shoes Men FD104 for GP55Qd
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A dress shoe with modern class and sophistication;the Bird slip-on from Kielz features a soft fabric upper for a smoking slipper with stand out style.
Brand
Kielz
Product Code
FOOKIELZ-BLACK-KIEL21338623971EE
Color
Black
Size
EU 44
Type
Lifestyle shoes
Sole Material
Resin Sheet
Upper Material
Faux Suede