Peter Shirt Green England a1dgrwSB Peter Shirt Green England a1dgrwSB Peter Shirt Green England a1dgrwSB Peter Shirt Green England a1dgrwSB Peter Shirt Green England a1dgrwSB Peter Shirt Green England a1dgrwSB
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)
England Green Peter Shirt A3n6lx0C Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Peter Green Shirt England uIf6c4tp Cite as: arXiv:1805.11080 [cs.CL]
  (or Wear Mayra Party Womens Top kR9USZw
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ FUEGO Sweatshirt Full Wear Fashion for Sleeves Staylish Womens bDVyae
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look dapper for your client meetings in this textured green shirt Peter England. Crafted from a poly-cotton blend;this design is tailored for absolute comfort. Pair this full sleeve shirt with beige trousers and Oxfords to finish your ensemble.
Brand
Peter England
Product Code
APPPETER-ENGLANADIT5099625415858
Color
Grey
Size
44
Material
Cotton Blend
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
Style Code
PSF517013934