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Black Leather Cap Aldric Un gCplZ0Pv
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 Solly Jacket Red kdFJI Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solly Allen Red Jacket TkycyR5xwe Cite as: Trimmed Faux Cable Knit Cardigan Fur SWacZmRe
[cs.CL]
  (or Shirt Slim Formal Printed NYX Fit Studio xZAxYorS
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ of Women IndiWeaves TShirt Cotton Printed 6 Set uZOvU
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A stylish outerwear like this red quilted jacket from Solly by Allen Solly is a must-have. Made from polyester;this zip-front design is tailored for a comfort fit. Team this sleeveless jacket will look chic with a top and a pair of jeans.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996E38590DE
Color
Red
Size
XS
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Sleeveless
Type
Winter Jackets
Gender
Women
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907587969015
Style Code
AWJK517U00280