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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)
Sleeve Orange Tshirt Fiction 4Th 3 Neck For Color Round Cotton Womens Cult Pq1xm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
3 Color Tshirt Orange Womens Sleeve Round Cotton 4Th Cult For Neck Fiction d38SOGxo Cite as: Vero Casual Moda Womens Top Ejr8Im
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ TRENDY DIVA Skirt Long mvzprG
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

If Orange Is Your Favourite Colour, Then Go For This T-shirt By Cult Fiction. While The Simple Design Takes The Classiness Of This Regular-fit T-shirt To The Next Level, The Fine Cotton Fabric Ensures A Soft Feel.
Brand
Cult Fiction
Product Code
APPCULT-FICTIONCULT22117D962A9A2
Wash Care
Mild Wash / Do not Bleach
Disclaimer
Product Color May Slightly Vary Due To Phographic Lighting Sources Or Your Monitor Settings
Color
Red
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Fit
Regular
Gender
Women
Product Dimension (In CM)
27.5x14.5x37.5