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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)
Embroidered Collar Floral Turndown Shirt iIng32OZK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Embroidered Floral Turndown Collar Shirt jHKUOA Cite as: Embroidered Green Jacket Georgette Shrug Partywear Matelco CcSLzNR
[cs.CL]
  (or Fit Wash Gant Tapered Stone Jeans VxgvEgIES
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Superfit Shoes Calaso Running Light Sports Walking Jogging YhmesZPVd
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Product Description:

- The shirt with wings embroidery on the placket.

- Comfortable material;suitable for casual;fashion style.
Our Size(cm) Fit US Size(cm) Length(cm) Sleeve Length(cm)
S 32 68 62
M 34 70 63
L 36 72 64
XL 38 74 65
2XL 40 75 66
US(cm) UK(cm) EU(cm) Chest(cm) Shoulder Width(cm) Waist(cm) Hips(cm)
32 34 42 94 43.5 78 96
34 36 44 98 45 82 100
36 38 46 102 46.5 86 104
38 40 48 106 48 90 108
40 42 50 110 49.5 94 112
Product Details
Shirts Type Casual Shirts
Material Cotton;Polyester
Sleeve Length Full
Collar Turndown Collar
Pattern Type Solid
Weight 0.2400kg
Package Contents 1 x Shirt
Product Code
APPTURNDOWN-COLDAMA341324F7736787
Color
White
Size
S
Material
Cotton
Pattern
Solid
Sleeve
Full Sleeves
Gender
Men
Set Contents
1 x Shirt
International Product
World Store