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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)
Formal s Shirt Men Slim Plain White Fit wzEQ04tf Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
White Men s Plain Formal Shirt Fit Slim dplHg5sR Cite as: Blue Mufti Slim Mens Shirts Casual Fit hsMC0
[cs.CL]
  (or Top Light Solid Frog Embroiderry Sleeve Size Denim with Shirt Trendy Small Long Blue Women pn9vJexqsq
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Shoes Ferro Marco Casual Beige Men 574W5vSx2o
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Introduce your wardrobe to this fine crafted plain white shirt. It is a very basic shirt with chinese collar to give a fresh and classy look
Brand
Lisova
Product Code
APPWHITE-MEN-S-VOLE109312B50E5623
Color
Grey
Size
M
Material
Cotton
Occasion
Semi Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Mandarin Collar
Fit
Slim
Gender
Men
Collar Type
Mandarin Collar
Wash Care
Hand Wash
Style Code
LISHRT078