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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Jeans Regular Straight Fit LQQn1f Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Regular Straight Fit Jeans zMG8tt Cite as: Size Plus Long Top WcI5a
  (or Stylish Ladies Floral Print Hoodie Sleeve Drawstring Trendy for Long xDuBZTPOQ
for this version)

Submission history

From: Yen-Chun Chen [ Pista For Van wear Fashion Men Formal Galis Shirt CwKYiChvi
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


Our Size(cm) Fit US Size(cm) Length(cm)
32 32 109
34 34 110
36 36 111
US(cm) UK(cm) EU(cm) Waist(cm) Hips(cm)
32 34 42 78 96
34 36 44 82 100
36 38 46 86 104
38 40 48 90 108
40 42 50 94 112
Product Details
Style Fashion
Pant Style Straight
Pant Length Long Pants
Material Cotton Blends
Fabric Type Denim
Fit Type Regular
Front Style Flat
Closure Type Zipper Fly
Waist Type Mid
With Belt No
Weight 0.8300kg
Package Contents 1 x Jeans
Product Code
Set Contents
International Product
World Store