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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)
Printed T Fritzberg Women shirts s Cotton weyKk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
T Women Cotton Fritzberg shirts Printed s jqgOLWDo Cite as: arXiv:1805.11080 [cs.CL]
  (or Blue Tracer Shoes Navy Running RQYzhqsj
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ SHIRT SOLID FOR COTTON BLACK COLORED CASUAL MENS NIMEGH JqiqReG2QD
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Super trendy and appealing is this blue melange colour T-shirt from Fritzberg.Made of soft rich cotton fabric.And it has short sleeves and trendy print. This regular fit short-sleeved t-shirt is must have in your wardrobe.The cotton fabric makes it comfortable to wear with a pair of ripped jeans and sneakers
Brand
Fritzberg
Product Code
APPFRITZBERG-WOFRIT27492F439D442
Color
Blue
Size
XL
Material
Cotton
Occasion
Casual
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Machine Wash