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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)
Heusen Shirt Purple Van TQ3tDip Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Van Shirt Heusen Purple hDr50 Cite as: Van Maroon Heusen Shirt XeUe439g1
[cs.CL]
  (or Ladies High for Mini Spliced Dress Pure Design Zipper Waist Trendy Color 3jivA
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Purple Peter Slim England Formal Cotton Shirts vprP1l2h
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Reinvigorate your formal roster with this purple textured shirt from Van Heusen. Tailored for a comfort fit;this design is crafted from a cotton. Pair this full sleeve shirt with black trousers and Derbies to finish your ensemble.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-PADIT509967D80DA2E
Color
Blue
Size
39
Material
Cotton
Occasion
Semi Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Spread Collar
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907747283111
Style Code
VHSF517M008783