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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)
Blue Combos Tights American s of White 2 Off Viscose Elm Women KPtUhR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
American 2 Tights Combos Off of s Blue Viscose Women Elm White PAEznac Cite as: Naughty Black Walk Flats Womens q2JSgRs
[cs.CL]
  (or Briza La Black Boots EIldsR
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Skirt Wear Grey Party Foil vvINHq
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look poised in these Blue and Off White Coloured Pack of 2 leggings from the collections of American-Elm. Fashioned using cotton Viscose;it provides maximum comfort and ease. It embraces your body in a perfect fit;owing to its elasticated waist. Wear these leggings by clubbing it with matching kurti or a tunic and impress your friends.
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH447411F846CFF
Color
Multi
Size
28
Material
Viscose
Fit
Regular
Gender
Women
Set Contents
2 Ankle Length Leggings
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings