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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)
Shoes ADEL Formal BLACK 6UK For Men Leather CqxM3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Shoes Brown DESPACITO Men Formal FO68wI1
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

ADEL Men's Formal Single Moccasin type Shoes are Handmade by Adel's Craftsmen using Premium Quality Raw Materials. These Shoes are made from finest Synthetic Leather;for super comfort and durability. These shoes looks great with a pair of formal pants or even under denim. It will be great for wedding parties and even for going out. These are pretty decent shoes that have a very natural feel of them. With its fit;the bottom of these shoes are extremely flexible and light;which adds more comfort while walking. Wear shoes completely MADE IN INDIA. Being INIDAN - Buy INDIAN products and Feel Proud of Yourself....
Brand
ADEL
Product Code
FOOADEL-BLACK-LADEL653967F1A69A66
Color
Black
Size
UK 6
Type
Formal
Sole Material
Leather
Upper Material
Synthetic;Leather
Product Dimension (In CM)
14 x 9 x 5 (LxBXH)