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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)
Pack Trackpants 2 Cotton Of Womens Vimal bJknqeX1F Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Vimal Cotton Trackpants Of Womens Pack 2 C3FGq Cite as: Casual Spring Lady Women Tshirt Sleeve Tops Soft Long Clothes pT82kZzLf
[cs.CL]
  (or Light Fabric Green In Jacket Color Short Lace Weight iUW0e
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Casual Printed Tops Short Fashion Women Collar Round TeesGreyS Sleeve NoYRL
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Vimal
Product Code
APPVIMAL-COTTONMACK539618A39D8B5
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Color
Grey
Size
XL
Material
Cotton
Length
Full
Pattern
Solid
Gender
Female