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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)
Slim Low Lafantar Men Rise s Jeans Blue Fit SkJD5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Womenss Sports Air Bahucharaji pack Of 2 Cotton Bra Creation jyyTu0YX1
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for this version)

Submission history

From: Yen-Chun Chen [ T Discover graphic Round Huetrap yourself print Womens Shirt neck lLSlsv
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Keep it casual any day of the year with these top-notch jeans from Lafantar. Throw this pair together with a T-shirt for a cool look.
Brand
Lafantar
Product Code
APPLAFANTAR-MENFASN666056C50BE96
Color
Grey
Size
30
Material
Cotton Blend
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Style Code
jog1081gsp