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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)
Shoulder Cold Keyhole Applique Hoodie CZrOB Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Yellow Casual Shirt Mens Kayadeals zdCGPQg8R
]
[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 70 46
M 6 71 47
L 8 72 48
XL 10 73 49
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
Material Polyester
Shirt Length Long
Sleeve Length Full
Style Casual
Pattern Style Floral
Embellishment Appliques
Season Spring;Fall
Weight 0.4100kg
Package Contents 1 x Hoodie
Product Code
APPAPPLIQUE-COLBARG756562FB681282
Color
Black
Size
S
Material
Polyester
Gender
Women
International Product
World Store