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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)
Black Shoes Pro Slip s Khadim On Casual Casual 89yhaHJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Laceup Casual Upper Breathable Running Male Shoes Mesh Hiking Skidresistant J4iDHJkkT
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Flaunt a minimalistic and stylish statement with these slip-on Sneakers from Khadim's Pro. The textile upper and soft inners and insole provide maximum comfort. Ideal for long walks and everyday use.
Brand
Khadim's
Product Code
FOOKHADIM-S-PROKHAD124422F52615C9
Closure Type
Slip-on
Color
Black
Size
EU 43
Sport
Outdoor
Sole Material
PVC
Toe Shape
Round
Upper Material
Fabric
Set Contents
1 Pair
Style Code
51907251960