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References & Citations

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)
OL Waist Lady Black Pencil Elastic Slim Skirt Winter Bodycon Split Women Solid Color High Stretch Skirts Autumn New Cotton Business jaIPoj Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pencil Split New Cotton Women Solid Black Elastic High OL Autumn Lady Skirts Bodycon Waist Business Winter Stretch Skirt Color Slim xhWu52ge Cite as: For Wollen World Wear Winter Kritika Coat uicgRUd1Uq
[cs.CL]
  (or Plain Shoulder Collar Stand Cold Womens Kinikiss Top zC94oEOR
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mayra Womens Top e3VVOZNm
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Features:

Style: Euramerican

Clothes type:Women Solid Color High Waist Split Skirt

Material:Cotton

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:Free SizeLength(cm/in):70/27.6Waist(cm/in):63/24.8-100/39.4

include:

1 x Skirt
Product Code
APPNEW-AUTUMN-WFLYI62930457E1A830
Color
Black
Material
Cotton
Occasion
Casual
Pattern
Solid
Type
Bodycon
Gender
Women
Set Contents
1 x Skirt
International Product
World Store