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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Straight s Jeans Solid Blue Buffalo Fit Men 1eJOjD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Bahucharaji Air pack Cotton Sports Womenss Creation Bra Of 3 WlRwg7k
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look smart and stunning as you wear this Black Solid Straight Fit Jeans. Stitched from cotton, this pair of jeans lends comfort and keeps you at ease. It is apt for a casual get-together or weekend getaway. Its solid pattern and zippered fly style gives a unique look to your personality.

  • Waistband: Buttoned
  • Waist: Mid Rise
  • Fly Style: Zippered
  • Model is 6'2" and is wearing size 32
Brand
Buffalo
Product Code
APPBUFFALO-BLUEBIG-323393E14E4522
Color
Black
Size
36
Pattern
Solid
Gender
Men