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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)
Pocket Welt Jogger Jeans Drawstring iFges Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pocket Welt Drawstring Jeans Jogger 4n2o7AcI Cite as: Tights Black All Pietra Printed New Sanskriti 8OVEAiAt
[cs.CL]
  (or Heusen Van Van Shirt Blue Heusen 8PFhAA
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Cotton Shirt ColorPlus Grey Fit Tailored Men 4g2WF1kpw
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Our Size(cm) Fit US Size(cm) Length(cm)
30 30 100
32 32 101
34 34 102
36 36 103
38 38 104
40 40 105
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 Jogger Pants
Pant Length Long Pants
Material Cotton;Spandex
Fabric Type Denim
Fit Type Regular
Front Style Flat
Closure Type Drawstring
Waist Type Mid
With Belt No
Weight 0.7400kg
Package Contents 1 x Jeans
Product Code
APPDRAWSTRING-WDESI9653494AB31543
Color
Black
Size
32
Pattern
Solid
Gender
Men
Set Contents
1
International Product
World Store