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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)
Park Cotton Red Avenue Regular Shirt Medium Fit 4W91cz Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Red Shirt Park Cotton Avenue Medium Regular wFfZvdXEG Cite as: Belt Side Long Skirt with Maxi Femme One Womens Printed xCGkeKIGz
[cs.CL]
  (or Peter Blue Shirt Blended Comfort Fit England MeQ5aU0nmf
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Bra Womenss Cotton 2 Gopalvilla Sports Air Of pack 9e62Y7
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Neatly tailored with an Ainsley collar;barrel cuffs and full button placket on the front;this red shirt from Park Avenue is a timeless take on formals. Also patterned with micro checks all over for that enhanced;classy look;this 100% cotton shirt will look impressive with black trousers and Oxford shoes. �?Micro check pattern all over �?Ainsley collar �?Barrel cuffs �?Full button placket on the front �?1 patch pocket on the left chest
Brand
Park Avenue
Product Code
APPPARK-AVENUE-RAYM602824E64FB4A1
Color
White
Size
40
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907664075691