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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)
Maroon Ruse Straight Fit Skirt Viscose 8gnPCbc Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Viscose Ruse Fit Maroon Skirt Straight FDjY0F3VW Cite as: SANDALS COMFORTABLE GREY FLOATERS COLUMBUS COLOR 941 2Qtae1
[cs.CL]
  (or Womens Top Navy Printed Ateesa h0fNqEFV
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Shrug Multicoloured Womens Printed o32UHby
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Redefine Your Looks With This Maroon And Red Coloured Straight Midi Skirt From The House Of Ruse. Fabricated From Optimum Quality Viscose Vortex Material By The Most Sought After Designers, This Is Soft To Skin And Ensures Complete Breathability. It Features A Striped Pattern That Make It A Classy Piece. Club It With Your Favorite Top, T Shirt Or Shirt And Step Out To Flaunt Off A Trendy Look That Is No Less Than A Diva.
Brand
Ruse
Product Code
APPRUSE-MAROON-RUSE401712822F6B8
Disclaimer
Product Color May Slightly Vary Due To Photographic Lighting Sources Or Your Monitor Settings
Wash Care
Machine wash cold with like colors only
Color
Maroon
Size
S
Material
Viscose
Occasion
Casual
Pattern
Striped
Sleeve
NULL
Neck Type
NULL
Fit
Straight
Gender
Women