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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Sports Bersache 387 Shoe Men Orange Running sUCrbPM Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sports 387 Running Orange Shoe Men Bersache oiu6IV Cite as: Navy Heusen Van Ballerinas u7lcCl35
[cs.CL]
  (or Canvas Male Shoes Platform Casual Patchwork Lace Up Design JnS2df5
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Bellies Van Heusen Black VGVAdS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Bersache presents an amazing range of Footwear for Men/Boys who want to look perfect for every occasion. Outer material and inner material made of canvas and leather cloe type with closed toe style. It can be worn on all your sports Shoes occasions and use shoe bags to prevent from stains and mildew.
Brand
BERSACHE
Product Code
FOOBERSACHE-MENBERS849453F1EABCB4
Color
Orange
Size
UK 8
Material
Canvas
Type
Running
Sport
Running
Pattern
Solid
Sole Material
PVC
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Canvas
Style Code
ORI-Orange-387