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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)
Mid fit Rise Retro Mens Spykar Shirts Casual Blue QpRmW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
fit Rise Casual Shirts Retro Blue Mens Mid Spykar NToQtk Cite as: arXiv:1805.11080 [cs.CL]
  (or For Of Stylish Men Jeans Combo Wear Pack VanGalis Fashion 3 VDi6qiDR1
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ 2 Friskers Camisole Pack amp Grey Pink of Tank Top Qmft1
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A smart pick for casual Fridays is this trendy blue shirt from Spykar. While the all-over contemporary print highlights its urbane character, the contrast inner placket lends it a smart edge. Pair it with light-wash denims and moccasins for a trendy avatar.
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU201043B63F2D6F
Color
Blue
Size
XL
Material
Cotton
Occasion
Casual
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Cutaway Collar
Hood
No
Set Contents
1
Wash Care
Machine Wash