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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)
Drop Shoulder Feather Print Sweatshirt Neck Skew gsArbmP2K Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Skew Shoulder Neck Feather Sweatshirt Print Drop FZzHKeAR Cite as: CoMulti Shrugs Cotton Trading Komal Poly eWc3XYwbO
[cs.CL]
  (or Shrug Printed Affiar Cotton QePcGS0k
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Our Size(cm) Fit US Size(cm) Length(cm) Sleeve Length(cm)
M 6 57 47
L 8 58 48
XL 10 59 49
2XL 12 60 50
US(cm) UK(cm) EU(cm) Bust(cm) Shoulder Width(cm) Waist(cm) Hips(cm)
2 6 34 82 37 64 88
4 8 36 86 38 68 92
6 10 38 90 39 72 96
8 12 40 94 40 76 100
10 14 42 98 41 80 104
Product Details
Material Polyester
Shirt Length Regular
Sleeve Length Full
Style Fashion
Pattern Style Feather
Season Fall
Weight 0.4500kg
Package Contents 1 x Sweatshirt
Product Code
APPFEATHER-PRINBEAU567545DD57A35
Color
White
Size
M
Material
Polyester
Gender
Women
Set Contents
1 x Sweatshirt
International Product
World Store