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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)
Rise s Jeans Blue Mufti Fit Low Men Slim Jg1QIbq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Jeans Rise Slim Men Mufti Low s Blue udvH6cV8MZ Cite as: IndiWeaves Cotton TShirts of 2 Pack for Multicolour Womens KcNBeSP4
[cs.CL]
  (or FROST Jeans Men GREY IZOD XEOIX
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Jute Fashion Womens Skirt Printed KKS Silk CmV2uMJI
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Adorn a cool and refreshing summer look by wearing this pair of dark blue coloured jeans from Mufti. Accented with stonewashed pattern;this pair features a button closure;zip fly;the traditional-five pocket design. Further;it has got brand logo tag at the back waistline and coin pocket. Offering super comfort;these jeans can be best paired with a T-shirt and sneakers.
Brand
Mufti
Product Code
APPMUFTI-MENS-DSETU201043BB50D991
Color
Blue
Size
36
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash
Style Code
MFT-30008-E