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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)
Crepe Mahroon Branded Look Top Women Delux 50Xn3HV Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Delux Branded Look Crepe Top Women Mahroon CesmqBgrMJ Cite as: White Trudam pack Grey Top amp of 2 Camisole Tank SSDq9laUN
[cs.CL]
  (or Shirt Heusen Van Blue DEwYuj
[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

Keep your look lively wearing this coloured top from the house of Delux Look . This top is designed as per the latest trends. Designed to perfection;this classy top will look great when clubbed with trousers and black pumps.
Brand
Delux Look
Product Code
APPDELUX-LOOK-BMAA-22543048D09B4F
Color
Red
Size
XXL
Material
Crepe
Occasion
Casual
Pattern
Printed
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women