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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)
CoMultiPoly CottonShrugs Trading Komal 8kQXDafWj Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
CoMultiPoly Komal Trading CottonShrugs NAd55D8P Cite as: Beach Shirt Casual Tops Blouse Crop L Summer RD Shoulder Tank Off Womens 8B9E2GFUN4
[cs.CL]
  (or Shirt Blue Fit Knighthood Print Formal Dobby Slim Mens djLQLF5
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mens Mid Mid Mufti NARROW Jeans FIT Blue Rise m8rae5wK2
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Casuals are all about comfort and contentment. But looking fabulous is an added bonus. If you want effortless style you ve come to the right place! This super Shrug can help you rock the casual weekend look everywhere you go. Being seamless;it will fit on you & allowing you maximum freedom of movement and won t be out of shape even after multiple wash like other Shrug. You can wear shrug on your denim;jeans;tops & tank tops. While the poly cotton material feels like heaven. Pair it up with your favorite denim jeans;and you re set to be a fashionable. Highlights �?Seamless top �?Solid color �?Plain �?Sleeveless/ Shrug �?Summer wear/ Casual wear.
Brand
Komal Trading
Product Code
APPKOMAL-TRADINKOMA212977107B1FAE
Color
Multi
Size
XL
Material
Cotton
Occasion
Casual
Type
Shrugs
Gender
Women
Set Contents
3
Wash Care
Hand Wash