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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)
Shirt Half T Size Deep Color M Batgirl Women S Sleeve Snow Grey HwLUb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Deep M Batgirl Half T Size Shirt Snow Sleeve S Grey Color OQW0jy6 Cite as: Casual Friends Hamburg Women Chips Ladies Sexy Sleeve Printed Fashion Best Tops L Style Tshirt Short Chips Neck O UxVIzp
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ BLOCK PRINTED COTTON JACKET FLORAL XjB511
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look trendy and feel comfortable with this character printed Half Sleeve T-shirt featuring Batgirl By Free Authority . Crafted out of 60% Cotton 40% Poly Terry Fabric which is biowashed for smooth feel and befriend to skin;This Half Sleeve T-shirt can be worn for any occasion;a casual day at work or for a fun filled weekend or leisure wear . Team this with character Shorts;Joggers or denims
Brand
Batgirl
Product Code
APPBATGIRL-WOMEBIOW29000F7A47AEA
Color
Grey
Size
M
Material
Blended
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Wash Care
Hand Wash
Article Identifier Type
Ean code
Article Identification Value
8903346834167
Style Code
BM1FWT817