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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)
Turn Bazaar Collar Ruffled Sleeve Coat Long Down Women Elegant For International eeRvosUl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Coat Elegant Long Women Sleeve Down International For Turn Ruffled Bazaar Collar 3OQpdmCAoj Cite as: Traders Womens Sanvi Jacket sQsXsie1
[cs.CL]
  (or Cotton Black Tights Womens AmericanElm Q7faZt
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Speak Shirt black Checks Cotton Mens Casual CS5yXI
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Clothes Type: Wool & Blends

Material: Polyester,Wool

Type: Skirt

Clothing Length: Long

Sleeve Length: Full

Collar: Turn-down Collar

Pattern Type: Solid

Embellishment: Ruffles

Style: Fashion

Weight: 0.572 KG

Package Contents: 1 x Coat
Product Info:

Size
M
L
XL
2XL
Bust:
84CM
88CM
92CM
96CM
Length:
68CM
69CM
70CM
71CM

Shoulder Width:

38CM
39CM
40CM
41CM
Sleeve Length:
59CM
60CM
61CM
62CM
Manual measurement, some errors may exist
Women's Wear
Our Size
XS (150/76A)
S (155/80A)
M (160/84A)
L (165/88A)
XL (170/92A)
2XL (175/96A)
3XL (180/100A)
Int'l Size
XXS
XS
S
M
L
XL
2XL
US
00
0
2
4
6
8
10
12
14
16
18
20
22
UK
0
2
4
6
8
10
12
14
16
18
20
22
24
FR
30
32
32
34
34
36
36
38
38
40
40
42
42
EU
28
30
32
34
36
38
40
42
44
46
48
50
52
IT
34
36
38
40
42
44
46
48
50
52
54
56
58
One-Size
One-Size (Fits Our Size XS to M)
Product Code
APPELEGANT-TURNDAMA3413245E1614AC
Color
Grey
Size
XL
Gender
Women
International Product
World Store