Regular Avenue Medium Cotton Fit Shirt Park Green 91hDbyCtWc Regular Avenue Medium Cotton Fit Shirt Park Green 91hDbyCtWc Regular Avenue Medium Cotton Fit Shirt Park Green 91hDbyCtWc Regular Avenue Medium Cotton Fit Shirt Park Green 91hDbyCtWc Regular Avenue Medium Cotton Fit Shirt Park Green 91hDbyCtWc Regular Avenue Medium Cotton Fit Shirt Park Green 91hDbyCtWc Regular Avenue Medium Cotton Fit Shirt Park Green 91hDbyCtWc
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)
Shirt Cotton Regular Park Fit Medium Green Avenue nYr7jUu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Green Park Regular Shirt Avenue Cotton Medium nk567D04Vp Cite as: Length Ankle Graphic MOS Printed Leggings Women t7EoLd
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ V Summer Splice Sleeve Comfortable Elegant Long Dresses Ladies Short XXL New Chiffon Women Pattern Dress Collar Sexy 8dqCU8qYYt
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look suave and sophisticated at an upcoming boardroom meeting wearing this green formal shirt from Park Avenue. Displaying a self-pattern design with woven motifs;it is finished with a patch pocket on the left. Tailored in regular fit from cotton for a soft feel;it will go well with formal trousers and dress shoes. �?Ainsley collar �?Placket front �?Patch pocket on the left �?Self-pattern design with woven motifs �?Curved hem �?Full sleeves with mitered cuffs
Brand
Park Avenue
Product Code
APPPARK-AVENUE-RAYM602824D3878E1D
Color
Green
Size
44
Material
Cotton
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907664073420