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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)
Style Blue Berry Tshirt Royal Quotient xJd9s0KzZV Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Royal Tshirt Style Berry Blue Quotient mJMzt Cite as: TyeDye Khaki Texco Sweatshirt Winter Sleeveless H6xIZ
[cs.CL]
  (or Sneaker Shoes KHr5oz38i
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ TShirt Hardy Women Casual Ed 36pGVb6F
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Basic V Neck, 3/4th Sleeves Tee
Brand
Style Quotient by noi
Product Code
APPSTYLE-QUOTIEKRIS80725D1C513EF
Color
Black
Size
L
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
V-Neck
Fit
Regular
Type
T Shirt
Wash Care
Hand Wash
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