Blue Top Polo Denim S Assn Women U kQd6Zt0 Blue Top Polo Denim S Assn Women U kQd6Zt0 Blue Top Polo Denim S Assn Women U kQd6Zt0 Blue Top Polo Denim S Assn Women U kQd6Zt0 Blue Top Polo Denim S Assn Women U kQd6Zt0 Blue Top Polo Denim S Assn Women U kQd6Zt0
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Women S U Assn Blue Top Polo Denim 0b9bQKV Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Assn S Top U Denim Women Blue Polo SFKF1MSOE Cite as: Waist Bodycon High Floral Women Skirt M Long Party HR9jv
[cs.CL]
  (or Regular Shirts Men Arrow Lavender ypFZQ48ln
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Wollen Winter Women coats Collection for Hardys wear mOhQJv
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
U.S. Polo Assn.
Product Code
APPU-S-POLO-ASSCORA4366279254A978
Color
Blue
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
V-Neck
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
UWTO0148