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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)
Knitted Solid color Polyester Skirt s Brown Remanika women mJ7VBfq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solid women color Remanika Brown Polyester s Knitted Skirt hSccU Cite as: Black Cotton Trackpant Of Pack 2 For Melange Vimal amp Grey Women DCBWO
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Get a feminine and unique look by wearing this skirt for women from Remanika. Made from Knitted Polyester;this skirt is comfortable to wear. You can team this skirt with a top and matching accessories to look fabulous. Buy this and give yourself an ultra-modern casual look which is more comfortable to wear and elegant too.
Brand
Remanika
Product Code
APPREMANIKA-BROREMA247774913352C
Color
Brown
Size
XXS
Material
Polyester
Occasion
Casual
Length
Others
Pattern
Solid
Fit
Regular
Type
Skirts
Gender
Women
Set Contents
1 Skirt
Wash Care
Dry Clean
Style Code
LFDALYSS1