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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)
Women Pack 2 amp Tops of F amp Printed Black U White SVKI5Doy Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Pack 2 Printed White Black F amp U of Tops amp Z9M6gWj Cite as: Sandals Black Crocs 1Ffn3scg
[cs.CL]
  (or Glitzy Sandals Galz Black bF52S7pB
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ 3 Of Air Womenss Bra Cotton Sports Gopalvilla pack DlFj6PaWe
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Pack of two tops: Black and white floral printed knitted and woven top;has a round neck;short extended sleeves with upturned hems;and a curved hem;Black and white geometric print knitted and woven top;has a round neck;short extended sleeves with upturned hems;and a curved hem
Brand
U&F
Product Code
APPU-F-WOMEN-PAUNIQ202346C91A529
Color
Black
Size
XL
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Type
Tops
Gender
Women
Set Contents
2
Wash Care
Hand Wash
Style Code
17113 17121-4