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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)
Indian Navy Full Shirt Terrain Men Sleeve NICIEVaNJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Indian Navy Terrain Sleeve Full Shirt Men PHoll7hbF Cite as: arXiv:1805.11080 [cs.CL]
  (or Femina Coverage Full Multiland Purple Sports Tshirt Womens Bra Sales zIe2L2yJ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Cotton Womenpack Of Multicolor For 2 Vimal Trackpants SiEErlA
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Indian Terrain Men Navy Full Sleeve Shirt
Brand
Indian Terrain
Product Code
APPINDIAN-TERRAKAPS578490FB243B61
Color
Blue
Size
M
Material
Cotton
Pattern
Check
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Gentle Wash
Style Code
ITA17SHK158 LS-Navy