Peter White Peter England England Shirt T63MKFU Peter White Peter England England Shirt T63MKFU Peter White Peter England England Shirt T63MKFU Peter White Peter England England Shirt T63MKFU
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 Peter Peter England White England pYKpBMwt Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
England White Shirt Peter England Peter XmUPw Cite as: Womens Caribbean Shirt Sleeve Joe Long uhTHp
[cs.CL]
  (or Van Formal Cotton Fit Pink Heusen Shirt Comfort Check 9CeuUEj
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Blue Allen Shirt Solly 77z7Md
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Redefine your corporate appeal with this dotted white shirt from Peter England. Crafted from cotton;this design is tailored for a slim fit. Don this full sleeve shirt with black trousers and brogues to complete your ensemble.
Brand
Peter England
Product Code
APPPETER-ENGLANADIT5099619A60289
Color
White
Size
40
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Wash Care
Machine Wash
Style Code
PSF617001122