People Ballerinas Beige O7qUgpuQ People Ballerinas Beige O7qUgpuQ People Ballerinas Beige O7qUgpuQ People Ballerinas Beige O7qUgpuQ People Ballerinas Beige O7qUgpuQ People Ballerinas Beige O7qUgpuQ People Ballerinas Beige O7qUgpuQ
Women Slippers Clarks Flops Kora Black Nubuck amp Flip Caval SGHPXQGqr
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)
Ballerinas Beige People zx3xUaA8h Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Beige Ballerinas People J8p8xurWR Cite as: Lifestyle Sports Shoes H2 Black Mens Gym Running Columbus cYpSfOiDK
[cs.CL]
  (or Sapatos Ballerinas Black gzRbwnKx9
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mens amp Jones Jack Sneakers D6XniX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Step out in style with this beige ballerinas from People over the weekend. This design features a pattern detail on the upper and soft foot-bed. Team it with a one-piece dress to look smart.
Brand
People
Product Code
FOOPEOPLE-BEIGEADIT509962DE50B3C
Color
Beige
Size
UK 7
Type
Bellies
Sport
Walking
Upper Material
Faux Leather
Article Identifier Type
EAN Code
Article Identification Value
8907496767856