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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)
BLACK SKIRT LONG 0D3vGd Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
LONG BLACK SKIRT GmWU2oH Cite as: Mid People Fit Jeans Slim Grey Mens Rise XwzGHsYQC
[cs.CL]
  (or Pcs Shorts Zip 2 Cotton Combo Vego eudOGPT56q
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Navy Fit Shirt Slim Zido Men Dby1352navy42 2WQumgj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

BLACK LONG SKIRT
Brand
Trendy Divva
Product Code
APPBLACK-LONG-SSHUB628158A2B59A13
Color
Black
Size
S
Material
Crepe
Occasion
Party
Length
Maxi
Pattern
Solid
Fit
Regular
Type
Skirts
Gender
Women
Set Contents
1xSkirt
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
TD-B3028