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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)
Allen Pink Blended Solly Tops Regular Fit Tunics amp U0uOS61G Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solly amp Tops Regular Allen Blended Fit Tunics Pink FasLSLvp Cite as: Bayridge Orange Shirts Color Formal 0hN48naZ
[cs.CL]
  (or arXiv:1805.11080v1 [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

Crafted from a poly-viscose blend;this peach round-neck top from Solly by Allen Solly will add a voguish twist to your casual appeal. Featuring a knit pattern;this 3/4th sleeves piece is best paired with black denims and kitten heels.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996A54DAB34
Color
Pink
Size
M
Material
Blended
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
Boat Neck
Fit
Regular
Type
Tops
Gender
Women
Article Identifier Type
EAN CODE
Article Identification Value
8907467884124
Style Code
AWCT317R00015