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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)
White Slim Fit Men Solid Hancock Shirt Formal MvKoKTc Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solid Shirt Fit White Hancock Formal Men Slim G0DvvB Cite as: arXiv:1805.11080 [cs.CL]
  (or Strap Floral Backless Blouse Women Summer Finejo Sexy Spaghetti Tops Sweet Loose aF0znnvu
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ poly new womens for Kritikas shrug cotton odcn9DRlm
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Turn up your style with this dapper Shirt by HANCOCK. Ideal for an upscale business event or party;this shirt whit slim trousers and formal shoes achieves a perfectly polished look.
Brand
Hancock
Product Code
APPHANCOCK-MEN-SIDH5941658300851
Color
White
Size
42
Material
Cotton Blend
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
9171White