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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)
STRETCH FOR ORANGE ALCIS WARMTH WOMEN RUN SWEAT Erpfr3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
ORANGE FOR WARMTH WOMEN RUN STRETCH SWEAT ALCIS RWxaX0Bhvp Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ hem midi Scalloped rTV6VUmZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Designed with High Neck and a relaxed silhouette;this sweatshirt from Alcis will let you work out or practice dancing in style. Its breathable 100% polyester fabric assures remarkable comfort while its contrasting taping on the sleeves adds to its cool sporty look. Wear it with baggy joggers and trainers
Brand
Alcis
Product Code
APPALCIS-WOMEN-ALCI3453574576B
Color
Brown
Size
XXL
Material
Polyester
Occasion
Party
Pattern
Solid
Fit
Slim Fit
Type
Sweatshirt
Gender
Women
Hood
Others
Style
Others
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8904237878260
Style Code
236WSS