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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)
Men Low Blue Fit Jeans Slim Mufti s Rise GngJgY Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Jeans Fit Rise Slim Mufti Men s Low whM0vL6gbV Cite as: ZSTRIKE RUN SE Reebok B7v7jDcr
[cs.CL]
  (or 2 Casual Solid Black For Nimegh Colored Cotton Salmon of and Pack Shirt Dark Mens KVJKPP0
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Multicolor For Bermuda Shorts Cotton Of 3 Vimal MenPack gflfC
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Perfectly-designed;this pair of tinted green coloured jeans from Mufti will lend you a modern look. Showcasing whiskered and stone washed pattern;these jeans will offer you superior comfort throughout the wear. Further;this pair features a button closure;zip fly;the traditional-five pocket design and brand logo tag at the back waistline. Pair these jeans with a shirt and sneakers to finish your casual look.
Brand
Mufti
Product Code
APPMUFTI-MENS-BSETU201043D233C514
Color
Blue
Size
32
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-30006-E