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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)
Slip amp Black Sneaker for on Casual Stylish Loafer Boys Men Shoes Evolite xp7OdR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Men Derk On Blue Grey Navy Shoes Spot Running NuO8vGwX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Give your look a hint of style as you adorn this pair of sneakers by Evolite. Crafted using Tpr, the sole will keep your feet at comfort all day long. These lightweight will look good when worn with a pair of jeans and a Shirt/T-shirt.
Brand
Evolite
Product Code
FOOEVOLITE-BLACEVOL759691F8525E37
Color
Black
Size
UK 6
Sole Material
PVC
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Fabric
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings