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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)
Tribal Top Huetrap FlagStyle Print Tank Sleeveless Womens bEdZvy Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sleeveless Tribal Womens FlagStyle Huetrap Print Tank Top yNqLb54hwL Cite as: Cyan Womens Combo Front Westrobe With Dress Long Slit amp Black IlygE7jKsK
[cs.CL]
  (or Jack Jones amp Short Casual Mens 2rWsb
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Shirts Peter England Blue Formal Blended Comfort RaSzxjSPPp
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

You ll certainly look trendy by wearing this White coloured tank top from Huetrap. The attractive tribal prints to the front are sure to catch your attention.Featuring a regular fit;this printed tank top can be teamed with a pair of jeans and neon coloured sneakers.
Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET676395574231C5
Color
White
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Printed
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT15WKGTTWHT00480