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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)
Neck Sweatshirt Sleeve Slash Lantern CygSDnTo Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Pack Cotton of IndiWeaves TShirt 3 Girls CzByUPSAWw
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Our Size(cm) Fit US Size(cm) Length(cm) Sleeve Length(cm)
S 4 54 44
M 6 55 45
L 8 56 46
XL 10 57 47
US(cm) UK(cm) EU(cm) Bust(cm) Shoulder Width(cm) Waist(cm) Hips(cm)
2 6 34 82 37 64 88
4 8 36 86 38 68 92
6 10 38 90 39 72 96
8 12 40 94 40 76 100
10 14 42 98 41 80 104
Product Details
Clothing Style Sweatshirt
Material Polyester;Spandex
Neckline Slash Neck
Shirt Length Regular
Sleeve Length Full
Pattern Style Solid
Weight 0.4000kg
Package Contents 1 x Sweatshirt
Product Code
APPSLASH-NECK-LDAMA341324F7524975
Sales Package
1 x Sweatshirt
Color
Yellow
Size
S
Material
Polyester
Gender
Women
International Product
World Store