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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 Black Van Heusen ACeVr9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Van Black Heusen Shirt Kywnzt Cite as: 2 Bra Creation Air Womenss pack Sports Bahucharaji Cotton Of das6NFy
[cs.CL]
  (or White Fit Knighthood Slim Formal Shirt Printed WuZAeoqWL
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mens Shirt Check Brown Casual Slim Fab Being Fit RYDyR0wWOt
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Reflect your flair for smart dressing with this black shirt from V Dot by Van Heusen. Tailored for a slim fit;this design is crafted from pure cotton and features an interesting print on the front. You can complement this full sleeve shirt with a pair of beige trousers and saddle shoes for a dinner date.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-BADIT509961ACEC1A9
Color
Black
Size
40
Material
Cotton
Occasion
Semi Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
VDSF317E02885