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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)
4th Capris Men Camouflage 3 Military Army For Vimal OHOu1qof 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 [ Long Women Sweatshirt Christmas Sleeve Clothes Snowflake M Elk Blouse Pullover 887Bzrd5C0
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Patriot is not just a brand;it is an emotion. A belonging to the nation;the soul;India. This Capri/3/4th has been designed using the fabric that is lightweight and strong;fit for the battlefield called life!;180 GSM;and strong colour will ensure it lasts;and it will!
Brand
Vimal
Product Code
APPVIMAL-CAMOUFMACK539618D8F9E59
Color
Grey
Size
S
Material
Cotton
Occasion
Casual
Rise
Mid
Pattern
Self
Fit
Regular
Gender
Men
Wash Care
Hand Wash