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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)
Women Lace Plaid Trim Skirt Fashin WGKfW3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fashin Lace Trim Women Plaid Skirt QgCpm5dgr0 Cite as: arXiv:1805.11080 [cs.CL]
  (or Ankle Womens Tights Yellow Length AmericanElm Cotton s9d4fYLz
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Combo Top Polycrepe Look Women Pack Delux Multicolors Of 3 3d2vsNp
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Our Size(cm) Fit US Size(cm) Length(cm)
M 6 49
L 8 50
XL 10 51
2XL 12 52
US(cm) UK(cm) EU(cm) Waist(cm) Hips(cm)
2 6 34 64 88
4 8 36 68 92
6 10 38 72 96
8 12 40 76 100
10 14 42 80 104
Product Details
Material Polyester
Length Mini
Silhouette Sheath
Pattern Type Plaid
Embellishment Lace;Zippers
Season Spring;Fall
Weight 0.2000kg
Package Contents 1 x Skirt
Product Code
APPFASHIN-WOMENDESI642313F16D1744
Color
Red
Size
XL
Material
Polyester
Gender
Women
Set Contents
1 x Skirt
International Product
World Store