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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)
Hiking Outdoor Sports Shoes Men s NIbbJ6qc Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Hiking s Outdoor Sports Men Shoes ZYm9c Cite as: Loire Black Flats Womens Marc PTEkaHzjp
[cs.CL]
  (or Action Black Bellies Nd1X98
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Star Shoes Camo Badminton Lining 9TcssCsFr
]
[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
Closure Type Slip-On
Feature Breathable
Gender For Men
Lining Material Cotton Fabric
Outsole Material Rubber
Pattern Type Patchwork
Season Spring/Fall
Upper Material Microfiber
Available Size 39-47
Dimension and Weight
Package Contents
Package Contents 1 x Shoes pair
Product Code
FOOMEN-S-OUTDOOBARG756562FB09EE6E
Color
Black
Size
EU 46
Type
Trekking & Hiking
Sport
Outdoor
Sole Material
Phylon
Upper Material
Suede
Product Dimension (In CM)
1.00 x 1.00 x 1.00
International Product
World Store