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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)
Shirt Allen Solly Pink uFRxmQg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Allen Shirt Pink Solly dacbPVq Cite as: arXiv:1805.11080 [cs.CL]
  (or Black Color Denim Skirt Women Length Ruhaans Knee cj7AduNo
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ free Tier women for long printed Cotton Gold Rangsthali Skirt Size KFWpn1Fz
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Make a versatile style statement with this pink shirt from Allen Solly. Tailored for a slim fit;this design is crafted from cotton. Team this full sleeve shirt with black denims and ghillie shoes when enjoying the weekend with your friends.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996540A3DD9
Color
Pink
Size
40
Material
Cotton
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907741090500
Style Code
AMSF1G002689