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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)
Winter Sweater Hooded Jumper Womens Sweatshirt Christmas L l5wdn7h9Y Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Winter Womens Sweater Jumper L Christmas Sweatshirt Hooded YKmoc Cite as: for Sweatshirt Sleeves Of2 FUEGO Wear Fashion Full Womens Staylish Pack wNntE6P8j6
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Bazaar Fringed Sleeve Women Blouse Chiffon International Fashionable For Long KGiPrVae
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Attention: The size is Asian Size;it is smaller than EU/US/UK size;please check the measurement chart carefully before you buy the item. If you don't know how to decide;welcome to contact our customer service;we will help you to choose. Features: Style:Hooded Size: M;L;XL Material:Cotton Blended Sleeve Style:Long Sleeve NOTE: Please compare the detail sizes with yours before you buy!!! Size: Asian M\L \XL To Choose (1cm=0.3937inch) (1inch=2.54cm) Size Bust   Shoulder Length  Sleeve M     90cm    37cm     60cm     58cm L       92cm   38cm     61cm     59cm XL    93cm   39cm    62cm     60cm Different Sizes Comparison: Asian size:   S          M               L              XL          XXL US size:   (XS) 2     (S) 4-6    (M) 8-10    (L) 12-14   (XL) 16 UK size:      4            6-8      10-12         14-16       18 AU size:      6            8-10     12-14        16-18       20 EU size:     32           34-36    38-40       42-44       46 Note:  1. Due to the different monitor and light effect;the actual color of the item might be slightly different from the color showed on the pictures. Thank you!  2. Please allow 1-3cm measuring deviation due to manual measurement.  3. Asian size is smaller than EU/US/UK size;please check the detail size information before purchasing.Thanks.  4. Slightly color/pattern differences between batches.
Product Code
APPWOMENS-CHRISHOME6105807F131AF
Color
White
Size
L
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Full Sleeves
Type
Sweatshirt
Gender
Women
Product Dimension (In CM)
65x40x1
International Product
World Store