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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)
Komal Net Co Trading Shrugs Blue 5HGZnOxhn4 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shrugs Net Co Trading Blue Komal Y31dMoPr Cite as: Blue Fit Low Skinny Mens Spykar Jeans Actif Rise Dark JbeOcRR
[cs.CL]
  (or Slim Shirt Newyork Fit White Cotton Arrow Check hwoFbm
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Regular White Van Polyester Tops Heusen amp Tunics FmF4127b
]
[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 net 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-TRADINKOMA212977AC0541F6
Color
White
Size
L
Material
Net
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Type
Shrugs
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings