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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)
Skirt Lace Mini Bodycon ekfxz7g Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Skirt Bodycon Mini Lace HscbUC Cite as: Blue Fit Regular Sweater LwCG1s4
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Glitzy Galz Heels Women gKA4fwi
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Material: Polyester

Length: Mini

Silhouette: Bodycon

Pattern Type: Solid

Embellishment: Lace

Weight: 0.239 KG

Package Contents: 1 x Skirt
Product Info:

Size
S
M
L
Hip:
76CM
80CM
84CM
Waist:
64CM
68CM
72CM
Length:
41CM
41CM
41CM
Manual measurement;some errors may exist
Product Code
APPBODYCON-LACEBEAU567545B11FE236
Key Features 1
female
Key Features 2
fashion
Key Features 3
dress
Key Features 4
Skirts
Color
White
Size
S
Material
Polyester
Pattern
Solid
Gender
Women
Set Contents
1 x Skirt
International Product
World Store