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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)
Casual Waist Summer Elastic Waist New Chiffon Skirts Maxi Pleated Skirt High Lady Women Long Khaki 2mA83V7thQ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women New Waist High Pleated Chiffon Skirts Skirt Lady Casual Long Summer Waist Maxi Elastic Khaki k9pMvhN Cite as: arXiv:1805.11080 [cs.CL]
  (or Dark Mens Blue NARROW Mufti Jeans Rise Mid FIT eoWkj
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Allen Blue Shirt Solly Slim Cotton xnUVB1QY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Features:

Style: Euramerican

Clothes type:Summer Women Long Maxi Skirt Chiffon Elastic Waist High Waist Lady Casual Pleated Skirts

Material:Chiffon

Notice:

Due to the different monitor and light effect;the actual color maybe a slight different from the picture color.

Please allow 2-3cm differs due to manual measurement .

Asian Size is smaller than EU/US/UK size;Please compare the detail sizes with yours before purchasing.Size:One SizeLength(cm/in):88/34.6Waist(cm/in):60/23.6-100/39.4

include:

1 x Elegant Women Chiffon Pleated Long Skirt
Brand
Swokii
Product Code
APPNEW-SUMMER-WFAI_6310477CB41CE0
Color
Multi
Size
Free Size
Material
Chiffon
Occasion
Casual
Length
Maxi
Pattern
Solid
Type
Assymetric
Gender
Women
Set Contents
1 x Elegant Women Chiffon Pleated Long Skirt
International Product
World Store