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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)
Heusen Heusen Shirt Van White Van cJ7K7L Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Van Shirt Heusen Heusen Van White tRc0WLq Cite as: Allen Top Solly White xzb2J9
[cs.CL]
  (or Drop Sweatshirt Loose Store Ruffles LL Shoulder MYH3HOPND0
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for this version)

Submission history

From: Yen-Chun Chen [ Ripr Handsome Men 3 Shorts For 4ths And p9eN8ep
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Rekindle your club spirit with this textured white shirt from V Dot by Van Heusen. Tailored for a slim fit;this design is crafted from cotton. Team this half sleeve shirt with chinos and sneakers to finish your ensemble.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-VADIT50996199910A7
Color
White
Size
39
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Wash Care
Machine Wash
Style Code
VDSH318E005295