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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)
Skirt Flared Maroon v6Bl3qYd Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Skirt Flared Maroon gBvrrG Cite as: Fit Silm Mens Carbone Shirt Casual 9Dpjn
[cs.CL]
  (or Gray shirt geometrical print tunic LM7qO
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mens PG3 Lawman Jeans MXYoc1sEG
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A beautiful piece of skirt to add a fun-pop to your ordinary look;perfectly designed and colored;this piece has all you want to look effortlessly chic.
Brand
Oxolloxo
Product Code
APPMAROON-FLAREOXOL234525E048C80
Color
Red
Size
S
Material
Polyester
Occasion
Casual
Length
Midi
Pattern
Printed
Type
A-line
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
W17118WSK002