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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)
Sneakers Fashion Sport Shoes Leisure Running Men Walking Hiking Breathable 40lNoddqb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Walking Fashion Sport Running Sneakers Leisure Men Shoes Breathable Hiking 1I8wC Cite as: Pepper N Salt Black Heels GyR3tP5xJ
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Women Women Coat Denim Denim Size Short Small Asian New Casual Handsome Denim Jacket CE1E3F4
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

EU(cm) US(cm) UK(cm) AU(cm) Foot Length(cm) Foot Girth(cm)
37 5.5 5 5 23 22
38 6 5.5 5.5 23.5 22.5
39 6.5-7 6-6.5 6 24-24.5 23
40 7.5 7 7 25 23.5
41 8 7.5 8 25.5 24
42 8.5 8 9 26 24.5
43 9-9.5 8.5-9 10 26.5-27 25
44 10 9.5 11 27 25.5
45 10.5-11 10-10.5 12 27.5 26
46 11.5 11 13 28 26.5
47 12-12.5 12 14 28.5 27
General Information
Gender For Men
Toe Style Closed Toe
Toe Shape Round Toe
Closure Type Slip-On
Shoe Width Medium(B/M)
Pattern Type Solid
Embellishment None
Outsole Material Rubber
Upper Material Cloth
Season Summer;Winter;Spring/Fall
Available Size 39-44
Product weight 0.4000 kg
Package weight 0.5000 kg
Package Size ( L x W x H ) 30.00 x 20.00 x 10.00 cm / 11.81 x 7.87 x 3.94 inches
Weight 1.2000kg
Package Contents 1Shoes(pair)
Product Code
FOOMEN-LEISURE-BARG7565626CEE34F9
Color
Black
Size
EU 39
Type
Running
Sport
Running
Sole Material
Phylon
Upper Material
Fabric
Product Dimension (In CM)
30.00 x 20.00 x 10.00
International Product
World Store