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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)
Leather Strap Black Men Shoes Natural Single amp Monk Slip Heels s on Shoes 58ISGjD2ER Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ 506 Shoes Casual Military FTR iazvqH3o
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A smart black pair of single Monk Strap men's shoes that is perfect for your morning to evening look. This sleek pair is made of genuine leather with a special treatment that makes it more comfortable. The shoes make you dresses with great flair.
Brand
Heels & Shoes
Product Code
FOOHEELS-SHOES-HEEL265194D8A9CC7F
Color
Black
Size
UK 9
Type
Slip Ons
Pattern
Solid
Sole Material
TPR
Upper Material
Leather
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings.
Set Contents
1 Pair