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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)
LIME Men Trainnig Ning Badminton For Shoes AYAM033 2 Li 67TrF Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Ning Men Shoes For Li 2 Trainnig Badminton AYAM033 LIME 0c2QC09B Cite as: SANDALS BACCA MEN BUCCI afJ7Xqz
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  (or Stfu Heels Red NB1EXt9qY
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Submission history

From: Yen-Chun Chen [ Ankle for Men Sneakers Soft Casual Trendy Sports Top Ultralight 6ZbTY57
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Li-Ning Badminton Trainning a premium quality unisex professional level court shoes by LI-Ning which is made of high grade material. Its upper is made of microfiber;durable mesh and hard PU to provide strength to it. Shoe design shows the Li-Ning Logo on side and looks very attractive. Design & Technology Upper Material Micofiber: Microfiber material specialized for Li-Ning shoes;a good breathable and sweat absorbent;high strength;can replace leather perfectly for Li-Ning shoe. Sole Material Phylon: A Rubber/EVA (also known as rubber/phylon) sole is created by injecting compressed ethylene vinyl acetate into a mould;which allows for light;flexible and resilient cushioning as well as providing a hardwearing rubber outer sole. Cushion: CUSHION protects the foot by providing shock absorption and support for a smooth action.CUSHION used in the main impact parts in the midsole for providing cushioning and makes a smooth and stable transition when exercising.Placed strategically at the impact area;About Li-Ning Li-Ning is one of the leading sports brand companies in China;mainly providing sporting goods including footwear;apparel;equipment and accessories for professional and leisure purposes under the LI-NING brand.
Brand
Li-Ning
Product Code
FOOLI-NING-BADMSPOR619123C295D175
Color
Lime
Size
UK 9
Sport
Badminton
Upper Material
PU
Set Contents
1 pair
Style Code
BADMINTON TRAINNING