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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)
Cotton Veltex Shrug Blue 170GSM Lycra Areum VlkCV Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Areum 170GSM Shrug Veltex Blue Cotton Lycra kay5ig Cite as: Color Block Women Bodycon Waist Tights Elastic for Active 9x62qDM
  (or Chiffon Floral Maxi ALine Womens Printed Femme Skirt One zweDc
for this version)

Submission history

From: Yen-Chun Chen [ Plain Fleximaa Of pack Yellow Womens Cotton Round Tshirt Coral Colors Neck amp Red 3 Purple XbnYHd9
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


100% cotton Lycra Veltex 4 way stretchable to give you extra cosy comfort. ALL Session Fabric guaranteed for the same feel even after 100 washes, we ensure that there will be no bubbling in the fabric after several washes These Regular-Fit Shrugs Are Lightweight and Comfortable to Wear All Day Long., Wear It Over a Sleeveless Top and Skinny-Fit Denims or Shorts for an Ultimate Fashion., We Make No Compromises On Quality, Style, And Comfort Across All Our Product Range, this product comes in 3 different sizes, S L and XXL , Where S can fit to XS and Also M Size, L can fit to M as well as XL Size and XXL can fit to XL and upto 3XL.Size L Normal Length: 21.5inch- Shoulder:18inch- Sleeves: 20inch.
Product Code
3/4th Sleeves
Wash Care
Hand Wash
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