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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)
Jacket Red Knit Pattern Diamond Women In S Hooded pZAhLqHP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Diamond Pattern Red Hooded S In Jacket Women Knit ssOucI6 Cite as: Rise Skinny Black Low Jeans Spykar Mens Fit YNmVozI
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ skirt stylish Women 4ZXCdSeEId
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Women'S Hooded Jacket In Red Diamond Pattern Knit
Brand
The Vanca
Product Code
APPWOMEN-S-HOODVANC9603436F44E737
Color
Red
Size
M
Material
Cotton
Occasion
Casual
Pattern
Polka Dots
Sleeve
Full Sleeves
Type
Winter Jackets
Gender
Women
Wash Care
Machine Wash
Style Code
JKF450162-Red-M