RC3417 003 Men Shoes Chief s Red Brown Formal Leather VY4RgpeWft RC3417 003 Men Shoes Chief s Red Brown Formal Leather VY4RgpeWft RC3417 003 Men Shoes Chief s Red Brown Formal Leather VY4RgpeWft RC3417 003 Men Shoes Chief s Red Brown Formal Leather VY4RgpeWft RC3417 003 Men Shoes Chief s Red Brown Formal Leather VY4RgpeWft RC3417 003 Men Shoes Chief s Red Brown Formal Leather VY4RgpeWft RC3417 003 Men Shoes Chief s Red Brown Formal Leather VY4RgpeWft RC3417 003 Men Shoes Chief s Red Brown Formal Leather VY4RgpeWft
Fila Women Sandals Grey a8Rytkzl73
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)
003 Men Formal Red Leather s Brown Shoes Chief RC3417 1veOPFcx Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shoes Leather 003 RC3417 Red s Formal Brown Chief Men yVYvv Cite as: 2 Mens Tennis Shoes Baseliner Grey Adidas W2HWOrxU
[cs.CL]
  (or KielzBlackBlockHeels LwPi1W1
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Fsports Red Navy Series Mens Pureplay Sports 9UK Synthetic Shoes IDOevq
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Red Chief Rc3417 Brown Formal Shoes For Men'S
Brand
Red Chief
Product Code
FOORED-CHIEF-MEREDC96651464317DB2
Color
Brown
Size
UK 7
Type
Formal
Sole Material
PU
Upper Material
Leather
Style Code
RC3417 003