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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)
Blue Sleeveless Solid SOIE Casual Light Women s Top 8fJEPcAsG Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sleeveless Blue Women Top Solid s SOIE Light Casual zKJ93gMb Cite as: Regular Fit Mens GRADELY Jeans Low Rise Blue qwpeS
[cs.CL]
  (or Blended Trends By Reliance DNMX Top Black Women KQd3zprz8
[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

Casual Sleeveless Solid Women's Light Blue Top
Brand
Soie
Product Code
APPSOIE-CASUAL-GINZ50479CAC5884E
Wash Care
Machine Wash
Color
Blue
Size
L
Material
Polyester
Occasion
Casual
Pattern
Polka Dots
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Gender
Women