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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)
Women Sleeve s Full Sweater Leebonee Acrylic nEMj07Nyv Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Leebonee Women s Sleeve Acrylic Sweater Full pezjD76 Cite as: Indiweaves Cotton Womens Blue Plain TShirt lhbi3n
[cs.CL]
  (or Blue Heusen Shirt Van iwawc
[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

Leebonee Women's Full Sleeve Sweater;Round Neck;Graphic Print
Brand
Leebonee
Product Code
APPLEEBONEE-WOMLEE-362331680768D
Color
Multi
Size
M
Material
Polyester
Occasion
Casual
Sleeve
Full Sleeves
Fit
Regular
Type
Sweaters
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
Le3003BL