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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)
Shirt Sleep RX07 Blossom Number T Prints Jockey Style Peach ZYRMzND Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ 5 of cotton amp Top Pack Friskers Camisole womens Tank dhG7k
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Style Number : RX07 Relax : Relax Ultra-soft Micro Modal super combed cotton Modern & Relaxed fit Attractive graphic print To be worn as sleepwear and loungewear
Brand
Jockey
Product Code
APPJOCKEY-PEACHJOCK2959867E1C394B
Color
Pink
Size
M
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Type
T Shirt
Gender
Women
Set Contents
Pack of 1
Wash Care
Hand Wash
Article Identifier Type
Ean Code
Article Identification Value
8901326160046
Style Code
RX07