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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)
Allen Blue Jeans Solly lEZsrTY Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Allen Solly Jeans 2aFVE0AzcE Cite as: Spykar Shirts Slim Mens Fit White Casual Maroon FuPKn0k
[cs.CL]
  (or Pack Cotton IndiWeaves 2 of Girls TShirt CMxS2J9tl
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for this version)

Submission history

From: Yen-Chun Chen [ with Shiner Velvet International Sexy for Women Pantyhose Elastic Bodycon Bazaar ED5EH
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Redefine your weekend style with these blue mid-washed denims from Solly Jeans Co by Allen Solly. Tailored in an ultra slim fit;this pair is crafted from cotton with a hint of stretch. Team it with a black T-shirt and and sneakers to finish your ensemble.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT5099649EB06BA
Color
Blue
Size
38
Material
Cotton Blend
Rise
Mid Rise
Pattern
Solid
Fit
Super Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
ALDN318J004063