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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)
Of Pack Men Wear 2 Shirt Fashion Combo Van For Galis Of Formal cM7NOShE Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fashion Galis Men Of Wear Formal Pack 2 Combo For Van Of Shirt revA8BMwBo Cite as: Leather Formal Black Shoes Red Men Tape bcZLj
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Womens Cooper Drop Lee Blue Heathered Shoulder Top yCmTGerH
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Express the real you adorning this Combo Of formal shirts from the house of Van Galis Fashion Wear. Made using cotton blend;this formal shirt will keep you comfortable daylong. Create an ultimate impression on you colleagues by flaunting this formal shirts with pleated trousers and pointed shoes.
Brand
Van Galis
Product Code
APPVAN-GALIS-FATRIN75815D2093179
Color
Multi
Size
XXL
Material
Cotton Blend
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Button Down Collar
Set Contents
2
Wash Care
Hand Wash