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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)
Side Women Red Bodycon Pencil Single High Breasted OL Fashion Office Skirt Skirts M Open Waist NL8WJ4dotY Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Breasted Side M Waist High Fashion Skirts Single Open Red Pencil OL Office Bodycon Skirt SKPqOg4 Cite as: Red Asian Casual Shoes H6xbTl
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Jacket Campus Plain Womens Sutra l9VFd
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Feature:

100% Brand New!

Style: Euramerican Style

Clothes Type: Fashion Women Office Bodycon Pencil Skirt High Waist Side Single Breasted Open OL Skirts Plus Size 5XL

Material: Chinlon

Notice:

Due to the different monitor and light effect;the actual color maybe a slight different from the picture color.

Please allow 2-4cm differs due to manual measurement.

Asian Size is smaller than EU/US/UK size;Please compare the detail sizes with yours before purchasing.
Product Code
APPFASHION-WOMEFLYI629304B90D7013
Color
Red
Size
M
Material
Blended
Type
Bodycon
Gender
Women
Set Contents
1 x Skirt
International Product
World Store