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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)
Blue s Rise 511 Jeans Levi Slim Mens Fit Low kxVg9q Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slim 511 Low Fit Mens Rise s Blue Levi Jeans Gd448 Cite as: Slim Spykar Yellow Shirts Fit Mens Casual SdC16B
[cs.CL]
  (or Grey Cotton Arrow Jeans Rs1n2te3X
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for this version)

Submission history

From: Yen-Chun Chen [ Jeans Blue REALM Regular Rise Mid Fit Mens xMUEXTGd
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Levi's Mens Blue Slim Fit Low Rise Jeans
Brand
Levi's
Product Code
APPLEVI-S-MENS-SETU201043E31E80D5
Color
Blue
Size
30
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Style Code
36087-0017