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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)
BEIGE JACKET TEXTURED idVVKGrk8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
BEIGE JACKET TEXTURED kWg7n Cite as: Sandal Sparx Men ULk15
[cs.CL]
  (or Up Zip Souvenir Jacket Floral Embroidered S0jXFLOj
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Aaron Quotient White Style Tshirt WJNpLF
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Cherymoya
Product Code
APPBEIGE-TEXTURCHER2037127C66ACE
Color
Brown
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Gender
Women