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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)
Men Black Regular Rise Mid Fit Jeans Aeropostale s CDjvp9kEh Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Black Mid Jeans Fit Aeropostale Men Regular Rise s 0QEqa42Bx Cite as: 2 House of shortSet cotton Candy trending YbK18
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Skirt New Sunrise Paridhan Around Wrap Cotton V0AsFRva
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Aeropostale
Product Code
APPAEROPOSTALE-KAPS578490201300E4
Color
Black
Size
28
Material
Cotton Blend
Occasion
Casual
Rise
Mid Rise
Pattern
Solid
Fit
Regular
Gender
Men
Wash Care
Hand Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907686186863
Style Code
AE1009859142-BLACK WASH