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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)
White Color Bra Sport Presents World Secret cQBmj7n Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sport World White Bra Color Secret Presents m8bLTENukN Cite as: white Pack Tank red of amp 5 Top Pink Camisole Black Trudam 3jcfCY
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Comfortable Thicken Fashion Quality High Hoodie Mwhite Loose and Long Womens Korean Sleeve Warm 2107 M0WCvF8
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A perfect fusion of comfort and style;this Sport Bra from Secret World is a just-have for all fitness-conscious women This Sport Bra is stretchable and will keep your sweat free courtesy the 92% Nylon & 8% Spandex fabric.
Brand
Secret World
Product Code
APPSECRET-WORLDKRIS86305E0D4F933
Color
Multi
Size
M
Material
Nylon
Pattern
Solid
Bra Type
Padded
Type
Padded
Gender
Women
Set Contents
1
Wash Care
Hand Wash