Somugi Slip Genuine shoes Black on Formal Leather QYr1Myp Somugi Slip Genuine shoes Black on Formal Leather QYr1Myp Somugi Slip Genuine shoes Black on Formal Leather QYr1Myp Somugi Slip Genuine shoes Black on Formal Leather QYr1Myp Somugi Slip Genuine shoes Black on Formal Leather QYr1Myp Somugi Slip Genuine shoes Black on Formal Leather QYr1Myp Somugi Slip Genuine shoes Black on Formal Leather QYr1Myp
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)
on Black Leather Genuine Formal shoes Slip Somugi 6R3fly Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Genuine Formal Slip Black shoes Leather on Somugi 857mIZKu Cite as: White Varanga Skirts Cotton Off Gold ppwa31
[cs.CL]
  (or Mens Sandal Kuch Sub NWC6gN3ZQI
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Lace for Makingreplica Star Design Sneakers Men Up Fashionable xm8f1RaRL8
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Somugi
Product Code
FOOSOMUGI-GENUIAVIN842993A38D176
Color
Black
Size
UK 8
Type
Slip-On
Sole Material
Phylon
Fastening
Elastic
Toe Shape
Square
Upper Material
Leather
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Occasion
Comfort;Office;Party