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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)
Multicolor Men Of Vimal Cotton Pack Capri For 2 dK2YyP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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Submission history

From: Yen-Chun Chen [ By Womens Honey Black Pantaloons Top N5IYoz3
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Promote the free-living lifestyle wearing 3/4ths or Capris by VIMAL. Made from cotton;these shorts will keep you comfortable throughout. Featuring an attractive colour;these shorts will surely lend you a smart look.
Brand
Vimal
Product Code
APPVIMAL-MULTICMACK53961F87BC215
Color
Multi
Size
S
Material
Blended
Occasion
Casual
Rise
Mid
Fit
Slim
Type
Capri
Gender
Men
Pockets
2
Set Contents
2
Wash Care
Machine Wash