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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)
Basics Jean Fit Stretch Blue Blade Moonlight 6In4X9eXGn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Shoes TRH0099 Black RoyalBlue Synergy Running Mens Sports Action Dbc4O
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

100% cotton;Fits offered are Rock (Mid Rise Comfort Straight);Cliff (Low Rise Slim Straight);Hunk (Low Rise Regular Boot);Pistol (Low Rise Contour Leg) and Torque (Low Rise Skinny Fit). A range of washes and value additions. Branding patched on the waist band. Original Arcuate back pocket stitching.
Brand
BASICS
Product Code
APPBASICS-BLADEBASI20086DF547FB7
Color
Multicolor
Size
32
Material
Cotton
Occasion
Casual
Pattern
Solid
Fit
Skinny
Gender
Men
Set Contents
1