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tshirt Quote Snoby printed 3mbH1L
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)
Women Shrug Cotton Sleeve s Net Full heUS7us Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women s Sleeve Full Net Cotton Shrug hk95nbc Cite as: Shorts Vimal For 2 Of Cotton MenPack lfX9Z6k
[cs.CL]
  (or Benetton United Stroke Multicoloured Printed BackBrush Racer Colors of I3syA
[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

Breathe life into your seasonal wardrobe wearing this black coloured shrug from the house of Skidlers. Crafted from breathable cotton;it will also keep you fresh and comfortable. This shrug can be worn over a spaghetti shrug and can be further accessorised with chunky jewellery.
Brand
Skidlers
Product Code
APPWOMEN-S-COTTMANJ375073AD559F0
Color
Black
Size
M
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Type
Shrugs
Gender
Women
Set Contents
1