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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)
by Pantaloons Mens Solid SF Jeans Jeans r2pgsV4Ldw Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pantaloons Mens SF Solid by Jeans Jeans Esbf1zs Cite as: Tank Friskers amp Camisole Grey Color Top hpt22
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Jeans Men Ripped Straight Denim Stylish E4oIs
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Black in color;this pair of jeans are crafted from polyester;cotton and spandex blend in a super skinny-fit. It has a graphic print;button loops and a button closure.
Brand
SF Jeans By Pantaloons
Product Code
APPSF-JEANS-BY-AUM3626676527E8F15
Color
Grey
Size
26
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Skinny
Gender
Men
Wash Care
Dry Clean