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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)
Jeans Slim Fit Low Men s Mufti Blue Rise TqQD6UA5EE Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men Jeans Low Blue Fit Mufti Rise Slim s aNg3kVZ Cite as: arXiv:1805.11080 [cs.CL]
  (or Flying Slim Men Black shirt Machine Casual QTFkTCEh
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ CasualMens Shoes Harrykson Belgrave London hEY7v9DG
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Showcasing a signature acid washed pattern;these light blue jeans from Mufti are a perfect choice for weekend outing. Featuring the traditional five-pocket design;button closure and zip fly;this pair assures you of both comfort and style. You may pair it with a basic T-shirt and sneakers to complete your casual look.
Brand
Mufti
Product Code
APPMUFTI-MENS-LSETU2010437D2F00CF
Color
Grey
Size
34
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash
Style Code
MFT-21216-E