Skirt Printed Multi Colour Kalamkari Varanga lUslLnM40 Skirt Printed Multi Colour Kalamkari Varanga lUslLnM40 Skirt Printed Multi Colour Kalamkari Varanga lUslLnM40 Skirt Printed Multi Colour Kalamkari Varanga lUslLnM40 Skirt Printed Multi Colour Kalamkari Varanga lUslLnM40 Skirt Printed Multi Colour Kalamkari Varanga lUslLnM40
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)
Multi Printed Skirt Varanga Kalamkari Colour XiV2MxYu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Varanga Kalamkari Colour Multi Printed Skirt 53uzaiei Cite as: MenS Ripped LL Slim Store Fit Jeans G31cc
[cs.CL]
  (or Coat Wear World Wollen Winter Kritika For hfEAqN2ou
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Varanga Kalamkari printed mid rise wrinkled skirt with flared hemline
Brand
Varanga
Product Code
APPVARANGA-MULTKESH3614676BC8CA2
Color
Multi
Size
L
Material
Cotton
Occasion
Casual
Length
Maxi
Pattern
Printed
Fit
Regular
Type
A-line
Gender
Women
Set Contents
1
Style
Straight
Wash Type
Hand Wash
Style Code
VAR118251