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CASUAL KATTY SHOE BROWN YStIBi
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)
Dress Spine Shirt FS Classic Bold Stripe Fit 5NXhk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Classic Bold Spine Stripe Shirt FS Dress EDLw950a Cite as: Co Trading Komal iXaep7
[cs.CL]
  (or Sneakers Shoes Face pollution Dailywear With Men Dust Anti Treadfit Mask Superfit Free Denim 9ZQkx
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Lighten the boardroom with spine bold thin stripe shirt from Balista. Designed and tailored with skill and quality the garment details a spread collar with double button cuff and a breast pocket on a classic fit.
Brand
Balista
Product Code
APPBALISTA-BLUESETH393046733CB10
Washcare
Machine wash warm, Normal cycle, Use mild detergent, Wash with similar colours, Warm Iron
Color
Blue
Size
38
Material
Cotton
Occasion
Formal
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar