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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)
Athletico Sportty Wear Lounging Men Shorts Boy Beach HAP s Casual s WR2p61 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
HAP Lounging Athletico Sportty Men s s Wear Casual Beach Boy Shorts h4g8gQ332f Cite as: Texco Bodycon Trumpet Skirt Peplum Red mRba5IR
[cs.CL]
  (or arXiv:1805.11080v1 [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

Keep yourself cool and comfortable by slipping into these coloured shorts for men from the house of HAP. These shorts from Athletico Series will keep you at ease throughout, courtesy the polycotton fabric. Also, the elasticated waistband will ensure a snug fit.Contrast Drawstring & Elastic Waistband For The Perfect Fit.Great for regular wear ,sports, gym and even going to a lounge.
Brand
Hap
Product Code
APPHAP-ATHLETICHAPW235636FC918B0
Color
Grey
Size
M
Material
Cotton
Occasion
Casual
Rise
regular
Pattern
Solid
Fit
Modern
Wash Care
Hand Wash;Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings;Product color may vary depending upon availability