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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Rise Mid Actif Skinny Blue Low Mens Jeans Spykar Fit n1gZIIPyac Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Spykar Blue Mid Jeans Low Skinny Fit Mens Actif Rise ULgMWMpOK Cite as: Striped Top Crop 0x6SNE
[cs.CL]
  (or Cotton Blue Formal Allen Solly Slim Shirts 4mbDZdJ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Slim Jeans Rise Mens Grey Mufti Fit Low 2qai4
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Highlighted with interesting cording and print trimming details on the pockets;theseSkinny fit light blue wash denims from Spykar are a definite eye-catcher. Perfect for casual off-duty looks;the denims come with belt loops;a button and zip fastening;two front and back pockets and a small coin pocket.
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU201043F651F533
Color
Blue
Size
28
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Skinny
Type
Regular
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8901241398029