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References & Citations

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)
Bras Sportswear Athletic Cross Back Bra Underwear Gym Sexy Pink Push Yoga Up L Padded Women Running Sports sWbu8M Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Men Paragon Casual Sandals Brown t4bLhNRs
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Feature:

100% Brand New!

Style: Euramerican Style

Clothes Type: Sexy Women Yoga Sports Bra Push Up Gym Running Padded Bras Athletic Sportswear Cross Back Underwear

Material: Nylon/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.

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Product Code
APPSEXY-WOMEN-YFAI_6310479CF8CFE2
Color
Pink
Size
L
Material
Blended
Pattern
Printed
Gender
Women
Set Contents
1
International Product
World Store