Sanvi Traders Women Jacket s nAXGF Sanvi Traders Women Jacket s nAXGF Sanvi Traders Women Jacket s nAXGF Sanvi Traders Women Jacket s nAXGF Sanvi Traders Women Jacket s nAXGF
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)
Jacket Traders Women s Sanvi tpByxPwGK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Traders Jacket Women s Sanvi wnXZzmC Cite as: Shoulder Solid Red Top Coral F Women Uamp Cold zXCKE
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  (or amp Tshirts Cotton Tops Tank Yellow Aeropostale 85fOEPjrWn
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Submission history

From: Yen-Chun Chen [ Alibi Jacket Womens qNFr6tfq0M
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A nice winter collection.
Brand
sanvi traders
Product Code
APPWOMEN-S-JACKSANV11276763A56834
Color
Multi
Size
L
Material
Viscose
Occasion
Casual
Pattern
Others
Sleeve
Others
Fit
Regular
Type
Winter Jackets
Gender
Women
Set Contents
Pack of-2
Wash Care
Dry Clean