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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)
Black Fit Slim Jeans s 511 Mens Low Levi Rise l2D3aS8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slim Jeans Mens Black s 511 Low Rise Fit Levi UN4gRG7 Cite as: Solid Pullover Color Poncho Coat Draw Long GOBRO Green Cord Sleeve Fashion Loose Hooded Coat Womens ivJzjd
[cs.CL]
  (or Green Core Capri Women Alcis Fit FY4af
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Blue Ultra Fit Jeans Slim Peter Blend Lycra England Cotton bfHu4
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Levi's Mens Black Slim Fit Low Rise Jeans
Brand
Levi's
Product Code
APPLEVI-S-MENS-SETU20104376AEC655
Color
Black
Size
30
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Style Code
39097-0004