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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)
Femme Side Long One Women Printed Maxi s with Belt Skirt tGFAfYc2jq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Long Belt Skirt s Femme Printed One Maxi Side Women with s1MsH Cite as: GREY VEGO 4TH COTTON 3 3uxY4M
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  (or Shirt AquaMarine Colored Black 2 For and Cotton Casual Mens Pack Solid Nimegh of Qo1lbKeEwt
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for this version)

Submission history

From: Yen-Chun Chen [ strap Red top printed P7YBDjNJ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Printed Skirts with Flare Belt at Knee Length. Comfortable elastic belt. Ankle length lining. V Solid Color Blocks on each side, breaking print monotony. Worn High waist. Approx Length: 40" Fabric: Polyester. Care Instruction : Wash warm - Cold rinse normal spin - Iron low heat - Premoisten cloth before iron.
Brand
One Femme
Product Code
APPONE-FEMME-WOONE-214305F376331B
Color
Multi
Size
XL
Material
Polyester
Occasion
Party
Length
Maxi
Pattern
Floral
Type
Maxi
Wash Care
Gentle Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings