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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)
Fleece Sleeve Contrast Jacket Baseball Hoodie eFfovnoB4 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Hooded Asymmetric Blouse Poncho Loose Women Grey Batwing cA3ydT
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for this version)

Submission history

From: Yen-Chun Chen [ Of Womenpack Vimal For Multicolor Trackpants 2 Cotton MFoMU
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Product Notes:Fabric of this top is brushed wool;which may result in wool loss phenomenon
Clothes Type: Jackets

Material: Cotton

Type: Wide-waisted

Clothing Length: Regular

Sleeve Length: Full

Collar: Hooded

Pattern Type: Striped

Embellishment: Pockets

Style: Active

Season: Fall;Spring;Winter

Weight: 0.518 kg

Package Contents: 1 x Jacket
Brand
Zaful
Product Code
APPCONTRAST-SLEZAFU7208762FE7ED87
Color
Black
Size
S
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Full Sleeves
Type
Hoodies
Gender
Women
Set Contents
1 x Jacket
Dress Length
Full
Style Code
Striped
International Product
World Store