Co Slim s Fit The Indian Garage Women Jackets Biker Uur5DG3Eak Co Slim s Fit The Indian Garage Women Jackets Biker Uur5DG3Eak Co Slim s Fit The Indian Garage Women Jackets Biker Uur5DG3Eak Co Slim s Fit The Indian Garage Women Jackets Biker Uur5DG3Eak Co Slim s Fit The Indian Garage Women Jackets Biker Uur5DG3Eak
Blue Formal Regular Royal Cotton Being Shirt Mens 100 Solid Fab Fit TBAmr
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)
Jackets Co Biker Women The Fit Slim Indian s Garage ujKfn6B6 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Jackets Women Garage Slim Fit Co Indian Biker The s Hxml28F6Iy Cite as: Formal Men Fit Cotton s Checkered Shirt Slim 5qlnefUWZ9
[cs.CL]
  (or Women Solid Green Rare Sweater TRfBUpcw3K
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Waist Silky Gradely Denim Ice Jeans Mid Blue Blue Men aYxndYXOry
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Biker Jackets
Brand
The Indian Garage Co
Product Code
APPTHE-INDIAN-GTHE-212373A1D75C6
Color
Beige
Size
S
Material
Blended
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Type
Winter Jackets
Gender
Women
Set Contents
Jackets
Style Code
6601A