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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)
And Grey Flex Men Shoes Walking Silver Skechers Go S6zgDg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Flex Skechers And Men Silver Go Walking Shoes Grey Qd2y4 Cite as: Shoe Belly Formal Flora Beige 5W1DUc
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  (or Shoes Black Action Formal NajoS4RQWf
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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)

Description

The Skechers Go Flex Walktm Is The Shoe That Moves With You. Mesh Fabric And Synthetic Upper With Articulated;Segmented Flexible Rubber Sole Design. Designed With Skechers Performance Technology And Materials Specifically For Athletic Walking. Goga Max Technology Insole With High-rebound Cushioning.rubber Articulated Segmented Sole Design Provides Anatomically Correct Ultra Flexibility. Resalyte Sole - Proprietary Lightweight Injection-molded Compound With Memory Retention Helps Absorb Impact.features High-rebound Cushioning With Responsive Feedback.combines A Proprietary 'squish' Component With Our Exclusive Resalyte Material.dual Side Elastic Panels For Anatomical Fit.flexible Rubber Sole Provides Durability And Stability.
Brand
Skechers
Product Code
FOOSKECHERS-MENLIGO13550977F0E5E2
Product Line
Core
Model Name
Go Flex
Season
Autumn_winter
Collection
Autumn-winter-16
Modal No.
54011
Color
Grey
Size
UK 6
Material
Mesh
Type
Walking Shoes
Sport
Walking Shoes
Sole Material
Phylon
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Mesh
Set Contents
1