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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)
Embroidered Leaves High Sweater ZAFUL Low MyIrHt Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sweater ZAFUL Embroidered Leaves Low High L3beH07G4W Cite as: Pack Friskers of Blue Turquoise Top White 3 Camisole Black Tank amp fOzacFg
[cs.CL]
  (or Home long skirt blue gift shop print gold EFDovJiGQ6
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for this version)

Submission history

From: Yen-Chun Chen [ One BlazerBlue Womens Long Button Slim Sleeve Betterlife Casual Work Office Solid pjjMC
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Type: Pullovers

Material: Acrylic;Cotton;Polyester

Sleeve Length: Full

Collar: Round Neck

Style: Fashion

Pattern Type: Plant

Weight: 0.361 kg

Package Contents: 1 x Sweater
Our Size Fit US Size Bust (cm)

Length (cm)

Sleeve Length (cm)

One-Size 2-6 94 47 56
Brand
Zaful
Product Code
APPLEAVES-EMBROZAFU720876B00AEC66
Color
Pink
Size
M
Material
Cotton
Sleeve
Full Sleeves
Gender
Women
Set Contents
1 x Sweater
Dress Length
Full
Style Code
Plant
International Product
World Store