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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)
Ladies Women Short T I Fashion Girls Grey Letter Summer Neck Simple thinking shirts Loose T shirt Sleeve XL Size Printed m Shirts O Casual T1OR2RES2 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 [ Womens printed Top Huetrap Tank brand 6CmRRfDh
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Features:

100% Brand new and high quality !

Style: Euramerican

Materia:Polyester fiber

Notice:

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

Please allow 2-3cm differs due to manual measurement .

Asian Size is smaller than EU/US/UK size;Please compare the detail sizes with yours before purchasing.

include:

1 x T-Shirt
Brand
Swokii
Product Code
APPSIMPLE-FASHIFAI_631047BA2B6254
Color
Grey
Size
XL
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1 x T-Shirt
International Product
World Store