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References & Citations

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)
Women Cotton Viscose Capri White Lace American s Elm Z7Fx4U7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
American White Cotton s Capri Women Viscose Elm Lace Um731MfHf5 Cite as: arXiv:1805.11080 [cs.CL]
  (or Jeans Blue Mens Fit Rise People Regular Mid 6WYSD6nCyG
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ 3 Bra Creation Sports Bahucharaji Of Air Womenss pack Cotton 37Dppmk
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

American-Elm Women's Cotton Viscose Lace Capri- White
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH44741A8FCF95B
Key Features 2
Model Stats: This model has height 6'1;Bust 40;Waist 34;Hip 36and is Wearing Size 30
Color
White
Size
28
Material
Cotton
Rise
Mid Rise
Length
Medium
Pattern
Solid
Fit
Regular
Gender
Women
Set Contents
1 Capri
Wash Care
Machine Wash
Designed By
Madhuram Enterprises
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings